Wallace enlisted in the United States Navy in 1943 and served as a communications officer during World War II on the USS Anthedon, a submarine tender. He saw no combat, but traveled to Hawaii, Australia, and Subic Bay in the Philippines, then patrolling the South China Sea, the Philippine Sea and south of Japan. Wallace returned to Chicago after being discharged in 1946.