Clevenger was a star 5'7", 145-pound left halfback on the Indiana Hoosiers football team at Indiana University Bloomington from 1900 to 1903.
As a senior and captain on the football team in 1903, Clevenger kicked a field goal, ran a punt back for a touchdown, and led his team to a shocking 17-0 win over Illinois.