diff --git a/ci/deps/azure-windows-37.yaml b/ci/deps/azure-windows-37.yaml
index 5384e794d442a..66ab307eb3244 100644
--- a/ci/deps/azure-windows-37.yaml
+++ b/ci/deps/azure-windows-37.yaml
@@ -1,11 +1,9 @@
 name: pandas-dev
 channels:
   - defaults
-  - conda-forge
 dependencies:
   - beautifulsoup4
   - bottleneck
-  - gcsfs
   - html5lib
   - jinja2
   - lxml
diff --git a/ci/incremental/setup_conda_environment.cmd b/ci/incremental/setup_conda_environment.cmd
index c104d78591384..565e7ec5943a9 100644
--- a/ci/incremental/setup_conda_environment.cmd
+++ b/ci/incremental/setup_conda_environment.cmd
@@ -14,6 +14,7 @@ conda list
 conda remove --all -q -y -n pandas-dev
 @rem Scipy, CFFI, jinja2 and IPython are optional dependencies, but exercised in the test suite
 conda env create --file=ci\deps\azure-windows-%CONDA_PY%.yaml
+conda install -c conda-forge gcsfs
 
 call activate pandas-dev
 conda list