diff --git a/doc/_static/style.css b/doc/_static/style.css
index 8d309315f02..3a48790ab9d 100644
--- a/doc/_static/style.css
+++ b/doc/_static/style.css
@@ -185,17 +185,6 @@ ul.icon-bullets {
 .small-stack {
     font-size: 0.5em;
 }
-/* ************************************************* Previous / Next buttons */
-.prev-next-bottom a.left-prev:before {
-    content:"❮\00A0"
-}
-.prev-next-bottom a.right-next:after {
-    content:"\00A0❯"
-}
-.prev-next-bottom a.right-next {
-    text-align: right;
-}
-
 /* *********************************************************** miscellaneous */
 .hidden {
     display: none;
diff --git a/doc/_static/versions.json b/doc/_static/versions.json
index dbd19a26db7..7d3f711595d 100644
--- a/doc/_static/versions.json
+++ b/doc/_static/versions.json
@@ -1,11 +1,14 @@
 [
     {
-        "name": "v0.24 (devel)",
+        "name": "1.0 (devel)",
         "version": "dev"
     },
     {
-        "name": "v0.23 (stable)",
-        "version": "stable"
+        "name": "0.24 (stable)",
+        "version": "0.24"
+    },
+    {
+        "version": "0.23"
     },
     {
         "version": "0.22"
diff --git a/doc/_templates/version-switcher.html b/doc/_templates/version-switcher.html
deleted file mode 100644
index 21faca95169..00000000000
--- a/doc/_templates/version-switcher.html
+++ /dev/null
@@ -1,11 +0,0 @@
-<div class="dropdown">
-    <button type="button" class="btn btn-{% if (build_dev_html|tobool) %}danger{% else %}primary{% endif %} btn-sm navbar-btn dropdown-toggle" id="dLabelMore" data-toggle="dropdown">
-        v{{ release }}
-        <span class="caret"></span>
-    </button>
-    <div class="dropdown-menu list-group-flush py-0" aria-labelledby="dLabelMore">
-        {%- for ver, txt in versions_dropdown.items() %}
-        <a class="list-group-item list-group-item-action py-1" href="https://mne.tools/{{ ver }}/index.html">{{ txt }}</a>
-        {%- endfor %}
-    </div>
-</div>
diff --git a/doc/conf.py b/doc/conf.py
index 73acfef9859..b633899a681 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -530,6 +530,7 @@ def append_attr_meth_examples(app, what, name, obj, options, lines):
 # 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.
+switcher_version_match = 'dev' if release.endswith('dev0') else version
 html_theme_options = {
     'icon_links': [
         dict(name='GitHub',
@@ -552,6 +553,11 @@ def append_attr_meth_examples(app, what, name, obj, options, lines):
     'navbar_end': ['version-switcher', 'navbar-icon-links'],
     'footer_items': ['copyright'],
     'google_analytics_id': 'UA-37225609-1',
+    'switcher': {
+        'json_url': 'https://mne.tools/dev/_static/versions.json',
+        'url_template': 'https://mne.tools/{version}/',
+        'version_match': switcher_version_match,
+    }
 }
 
 # The name of an image file (relative to this directory) to place at the top
@@ -604,23 +610,6 @@ def append_attr_meth_examples(app, what, name, obj, options, lines):
 # variables to pass to HTML templating engine
 html_context = {
     'build_dev_html': bool(int(os.environ.get('BUILD_DEV_HTML', False))),
-    'versions_dropdown': {
-        'dev': 'v1.0 (devel)',
-        'stable': 'v0.24 (stable)',
-        '0.23': 'v0.23',
-        '0.22': 'v0.22',
-        '0.21': 'v0.21',
-        '0.20': 'v0.20',
-        '0.19': 'v0.19',
-        '0.18': 'v0.18',
-        '0.17': 'v0.17',
-        '0.16': 'v0.16',
-        '0.15': 'v0.15',
-        '0.14': 'v0.14',
-        '0.13': 'v0.13',
-        '0.12': 'v0.12',
-        '0.11': 'v0.11',
-    },
     'funders': [
         dict(img='nih.png', size='3', title='National Institutes of Health'),
         dict(img='nsf.png', size='3.5',
diff --git a/requirements_doc.txt b/requirements_doc.txt
index e53d04a1a86..73362f68986 100644
--- a/requirements_doc.txt
+++ b/requirements_doc.txt
@@ -1,7 +1,7 @@
 # requirements for building docs
 sphinx!=4.1.0
 https://github.com/numpy/numpydoc/archive/main.zip
-pydata-sphinx-theme>=0.6.3
+https://github.com/pydata/pydata-sphinx-theme/archive/af02a6a5fe5c8f322f148274c5eeb4204638a7f4.zip
 https://github.com/sphinx-gallery/sphinx-gallery/archive/master.zip
 sphinxcontrib-bibtex>=2.1.2
 memory_profiler