Gurney graduated with Bachelor of Science degree on April 20, 1917, shortly following the United States entry into World War I, and was commissioned second lieutenant in the Field Artillery Branch. He embarked for France as a member of 1st Field Artillery Brigade and served consecutively as Battery commander and as a balloon observer during Meuse–Argonne offensive.