The England international marked his 200th appearance in the competition by winning and then converting a spot-kick with seven minutes remaining at Carrow Road.
Mario Vrancic's first Premier League goal had earlier given Norwich a first-half lead and Teemu Pukki had one ruled out by the video assistant referee for a contentious offside.