Born in Stockton, Kansas, Stevens attended Washburn College for three years before transferring to Yale University. He lettered in three sports at Washburn and played halfback on Yale's undefeated 1923 football team. He graduated from Yale in 1925 and was a member of Skull and Bones. He graduated from Yale Medical School in 1929.