Clevenger was a star 5'7", 145-pound left halfback on the Indiana Hoosiers football team at Indiana University from 1900 to 1903. Although little more than jockey-sized, he was the school's first great Hall of Fame athlete. Clevenger also played baseball (as a shortstop) and basketball at Indiana as well, and was captain of all three squads.