Rodgers was a high school standout football player, who was recruited by powerhouse schools such as the University of Pittsburgh and Washington & Jefferson College. In 1915, however, Mountaineer coach Mont McIntyre won the honors of Rodgers, who started his first game of the season as a quarterback. He played quarterback most of his freshman season, until later in the season when he was moved to fullback. He played fullback for the next three years of his career. He was a member of the Sigma Nu fraternity on campus.