The duo started fourth and fifth but Hamilton got the advantage at the start before a small brake issue stunted his performance.
Despite that, Norris was able to keep up with Hamilton during the first stint and then made the move into turn four.
Hamilton then had to serve a time penalty but even while behind the newly-upgraded McLaren, the seven-time champion could not keep up and eventually finished seventh while Norris secured fifth.