diff --git a/docs/conf.py b/docs/conf.py
index d438a45..5c44c35 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -86,20 +86,16 @@
 exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', '**.ipynb_checkpoints']
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+# Commenting this out for now, if we register dask pygments,
+# then eventually this line can be:
+# pygments_style = "dask"
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
 
 
 # -- Options for HTML output ----------------------------------------------
-
-on_rtd = os.environ.get('READTHEDOCS', None) == 'True'
-
-if not on_rtd:  # only import and set the theme if we're building docs locally
-    import sphinx_rtd_theme
-    html_theme = 'sphinx_rtd_theme'
-    html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
+html_theme = 'dask_sphinx_theme'
 
 
 # Theme options are theme-specific and customize the look and feel of a theme
diff --git a/docs/requirements_all.txt b/docs/requirements_all.txt
index fdc7265..ab85a26 100644
--- a/docs/requirements_all.txt
+++ b/docs/requirements_all.txt
@@ -8,4 +8,4 @@ jupyter
 notebook
 nbsphinx
 sphinx
-sphinx_rtd_theme
+dask-sphinx-theme>=3.0.0