diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt
index 9053cefc1f..601b64149b 100644
--- a/.ci/docker/requirements.txt
+++ b/.ci/docker/requirements.txt
@@ -16,7 +16,7 @@ pandocfilters==1.5.1
 markdown==3.8.2
 
 # PyTorch Theme
-pytorch_sphinx_theme2==0.2.0
+pytorch_sphinx_theme2==0.3.0
 
 # Tutorial dependencies
 tqdm==4.66.1
diff --git a/.jenkins/build.sh b/.jenkins/build.sh
index 2a300277e5..7d05657f74 100755
--- a/.jenkins/build.sh
+++ b/.jenkins/build.sh
@@ -68,7 +68,6 @@ if [[ "${JOB_TYPE}" == "worker" ]]; then
   export FILES_TO_RUN
 
   # Step 3: Run `make docs` to generate HTML files and static files for these tutorialis
-  pip3 install -e git+https://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme
   make docs
 
   # Step 3.1: Run the post-processing script:
@@ -132,7 +131,6 @@ if [[ "${JOB_TYPE}" == "worker" ]]; then
   fi
 elif [[ "${JOB_TYPE}" == "manager" ]]; then
   # Step 1: Generate no-plot HTML pages for all tutorials
-  pip3 install -e git+https://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme
   make html-noplot
   cp -r _build/html docs