Dunn was trained at Camp Hale, Colorado, before deploying to Italy as a member of the 2nd Platoon, Company G, 86th Mountain Infantry Regiment, 10th Mountain Infantry Division. His first combat engagement came in March 1945 near the village of Iola in the Apennine Mountains in Northern Italy.