Upon completion of his M.D., Sherman was commissioned into the United States Navy and served aboard USS "Brooks" in the Pacific War, including the Battle of Luzon in the Japanese-held Philippines. He was on board when the USS "Brooks" was hit by a kamikaze aircraft, but was uninjured.