Arnovich tried to volunteer for the United States Army, but was turned down because he was missing a pair of molars. He got false teeth and volunteered again after Pearl Harbor; this time he was permitted in and spent the next four years in the Army. He was a staff sergeant for the Army in the Pacific Theater of Operations. While in the Army, Arnovich played for and managed the Fort Lewis baseball team, before becoming a postal clerk in New Guinea.