Hess enlisted as an infantryman at the outbreak of World War I. He was wounded several times over the course of the war and was awarded the Iron Cross, 2nd Class in 1915. Shortly before the war ended, Hess enrolled to train as an aviator, but he saw no action in that role. He left the armed forces in December 1918 with the rank of Leutnant der Reserve.