Tasker enlisted in the AIF in January 1915, a Gunner in the 12th Field Artillery Brigade, 13th Battalion (Australia). He took part in the Landing at Anzac Cove, landing late on 25 April 1915. From May to August, the 13th battalion was heavily involved in establishing and defending the ANZAC front lines.