After the war, Harry Whitehorse returned to Wisconsin to pursue a career as an artist. He went to the Arthur Colt School of Fine Arts in Madison to study oil painting and studied human and animal anatomy at University of Wisconsin. He also got his degree in welding and metal fabrication at Madison Area Technical College to become an auto mechanic.