Check that you installed GDAL using this command
gdal-config --version
Then run this commands:
pip download="some_path" GDAL
cd some_path
tar -xvzf GDAL-<version>.tar.gz
cd GDAL-<version>
python setup.py build_ext --include-dirs=/usr/include/gdal/
python setup.py install