diff --git a/docker/Dockerfile b/docker/Dockerfile
index c1860cabf6..2a9bbfbec6 100755
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -132,11 +132,11 @@ COPY --from=BUILDER_IMAGE /code/docker/version .
 RUN chown -R mayan:mayan $PROJECT_INSTALL_DIR
 
 # Install build Mayan EDMS
-RUN sudo -u mayan $PYTHON_PIP install --no-cache-dir *.whl && \
+RUN sudo -u mayan $PYTHON_PIP install --no-cache-dir --no-use-pep517 *.whl && \
 rm *.whl
 
 # Install Python clients for librabbitmq, MySQL, PostgreSQL, REDIS
-RUN sudo -u mayan $PYTHON_PIP install --no-cache-dir librabbitmq==1.6.1 mysql-python==1.2.5 psycopg2==2.7.3.2 redis==2.10.6
+RUN sudo -u mayan $PYTHON_PIP install --no-cache-dir --no-use-pep517 librabbitmq==1.6.1 mysql-python==1.2.5 psycopg2==2.7.3.2 redis==2.10.6
 
 # Setup supervisor
 COPY docker/etc/supervisor/mayan.conf /etc/supervisor/conf.d