Norris played tackle for Centre College Praying Colonels in Danville, Kentucky and was a key offensive player during the 1921 Centre vs. Harvard football game and was captain of the team that year. He also was a player on the school's basketball team. Centre College honored his contribution to the school's athletic program by inducting him into the college's Athletic Hall of Fame.