Following the declaration of war in 1914, Chapman joined the Royal Fusiliers as an adjutant and was sent to the Western Front in August 1915. Chapman survived the Battle of Arras in 1917 but was badly affected by a mustard gas attack. Following treatment for this he returned to the Western Front, remaining until the armistice was signed on 11 November 1918.