McAfee had played college baseball for the University of Michigan from 1927 to 1929 and participated in the Michigan Wolverines baseball team's 13-game tour of Japan in the fall of 1929. He also played minor league baseball in the International League for the Reading Keystones, Newark Bears, Montreal Royals, and Rochester Red Wings.
