diff --git a/docs/_static/css/custom.css b/docs/_static/css/custom.css
index 4dabb725..0a6f8799 100644
--- a/docs/_static/css/custom.css
+++ b/docs/_static/css/custom.css
@@ -1,7 +1,8 @@
 a.external {
     overflow-wrap: anywhere;
 }
-
-div .wy-side-nav-search > div.version {
-    color: rgba(0,0,0,0.75);
+body[data-theme="dark"] .sidebar-logo-container {
+    background-color: white;
+    padding: 5px;
+    opacity: 0.6;
 }
diff --git a/docs/_templates/layout.html b/docs/_static/js/custom.js
similarity index 55%
rename from docs/_templates/layout.html
rename to docs/_static/js/custom.js
index 785cdc7c..efca33ed 100644
--- a/docs/_templates/layout.html
+++ b/docs/_static/js/custom.js
@@ -1,35 +1,3 @@
-{%- extends "!layout.html" %}
-
-{% block htmltitle %}
-{{ super() }}
-<script defer data-domain="docs.datasette.io" src="https://plausible.io/js/plausible.js"></script>
-{% endblock %}
-
-{% block sidebartitle %}
-
-<a href="https://datasette.io/">
-  <img src="{{ pathto('_static/' + logo, 1) }}" class="logo" alt="{{ _('Logo') }}"/>
-</a>
-
-{% if theme_display_version %}
-  {%- set nav_version = version %}
-  {% if READTHEDOCS and current_version %}
-    {%- set nav_version = current_version %}
-  {% endif %}
-  {% if nav_version %}
-    <div class="version">
-      {{ nav_version }}
-    </div>
-  {% endif %}
-{% endif %}
-
-{% include "searchbox.html" %}
-
-{% endblock %}
-
-{% block footer %}
-{{ super() }}
-<script>
 jQuery(function ($) {
   // Show banner linking to /stable/ if this is a /latest/ page
   if (!/\/latest\//.test(location.pathname)) {
@@ -57,5 +25,3 @@ jQuery(function ($) {
     }
   });
 });
-</script>
-{% endblock %}
diff --git a/docs/_templates/base.html b/docs/_templates/base.html
new file mode 100644
index 00000000..969de5ab
--- /dev/null
+++ b/docs/_templates/base.html
@@ -0,0 +1,6 @@
+{%- extends "!base.html" %}
+
+{% block site_meta %}
+{{ super() }}
+<script defer data-domain="docs.datasette.io" src="https://plausible.io/js/plausible.js"></script>
+{% endblock %}
diff --git a/docs/_templates/sidebar/brand.html b/docs/_templates/sidebar/brand.html
new file mode 100644
index 00000000..8be9e8ee
--- /dev/null
+++ b/docs/_templates/sidebar/brand.html
@@ -0,0 +1,16 @@
+<div class="sidebar-brand centered">
+  {% block brand_content %}
+  <div class="sidebar-logo-container">
+    <a href="https://datasette.io/"><img class="sidebar-logo" src="{{ logo_url }}" alt="Datasette"></a>
+  </div>
+  {%- set nav_version = version %}
+  {% if READTHEDOCS and current_version %}
+    {%- set nav_version = current_version %}
+  {% endif %}
+  {% if nav_version %}
+    <div class="version">
+      {{ nav_version }}
+    </div>
+  {% endif %}
+  {% endblock brand_content %}
+</div>
diff --git a/docs/_templates/sidebar/navigation.html b/docs/_templates/sidebar/navigation.html
new file mode 100644
index 00000000..c460a17e
--- /dev/null
+++ b/docs/_templates/sidebar/navigation.html
@@ -0,0 +1,11 @@
+<div class="sidebar-tree">
+  <ul>
+    <li class="toctree-l1"><a class="reference internal" href="{{ pathto(master_doc) }}">Contents</a></li>
+  </ul>
+  {{ toctree(
+    collapse=True,
+    titles_only=False,
+    maxdepth=3,
+    includehidden=True,
+) }}
+</div>
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index 351cb1b1..25d2acfe 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -90,18 +90,15 @@ todo_include_todos = False
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = "sphinx_rtd_theme"
+html_theme = "furo"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
 html_theme_options = {
-    "logo_only": True,
-    "style_nav_header_background": "white",
-    "prev_next_buttons_location": "both",
+    "sidebar_hide_name": True,
 }
 
-
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
@@ -112,20 +109,9 @@ html_logo = "datasette-logo.svg"
 html_css_files = [
     "css/custom.css",
 ]
-
-
-# Custom sidebar templates, must be a dictionary that maps document names
-# to template names.
-#
-# This is required for the alabaster theme
-# refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars
-html_sidebars = {
-    "**": [
-        "relations.html",  # needs 'show_related': True theme option to display
-        "searchbox.html",
-    ]
-}
-
+html_js_files = [
+    "js/custom.js"
+]
 
 # -- Options for HTMLHelp output ------------------------------------------
 
diff --git a/docs/installation.rst b/docs/installation.rst
index e8bef9cd..a4757736 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -13,6 +13,7 @@ If you want to start making contributions to the Datasette project by installing
 
 .. contents::
    :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. _installation_basic:
 
diff --git a/docs/plugin_hooks.rst b/docs/plugin_hooks.rst
index c0d88964..7d10fe37 100644
--- a/docs/plugin_hooks.rst
+++ b/docs/plugin_hooks.rst
@@ -20,6 +20,7 @@ For example, you can implement the ``render_cell`` plugin hook like this even th
 
 .. contents:: List of plugin hooks
    :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. _plugin_hook_prepare_connection:
 
diff --git a/setup.py b/setup.py
index aad05840..d3fcdbd1 100644
--- a/setup.py
+++ b/setup.py
@@ -65,7 +65,7 @@ setup(
     setup_requires=["pytest-runner"],
     extras_require={
         "docs": [
-            "sphinx_rtd_theme",
+            "furo==2022.4.7",
             "sphinx-autobuild",
             "codespell",
             "blacken-docs",