Born in Joplin, Missouri, Allen lost his father to typhoid fever when he was three; his mother died during the flu epidemic about nine years later. Allen lived with relatives in Missouri until attending school in Minnesota. While there, he developed rheumatic fever, and on the advice of a doctor, moved to California to live with an aunt and uncle. His health improved, but the rheumatic fever weakened his heart.