Noce served in France during World War I. In March, 1918 he was appointed Adjutant of the 602nd Engineer Regiment, and he advanced to regimental commander in August. He commanded the regiment during the Saint-Mihiel and Meuse-Argonne Offensives, and remained in Germany on occupation duty until 1919.