A native of Kingston, Tennessee, Eblen attended Tennessee Wesleyan College—now known as Tennessee Wesleyan University—in Athens, Tennessee when it operated as a junior college. There he played football as a fullback and basketball as a forward. He moved on to the University of Tennessee, lettering for the Tennessee Volunteers football team in 1935 before graduating in 1936.
