	Barton was from Oakleigh Park in north London. From 1927 to 1940, he served in the Royal Navy and Fleet Air Arm, serving as a midshipman for three years on , and . In July 1940, he transferred to the Royal Air Force, where he was commissioned as a Pilot Officer. He took part in the Battle of Britain and was awarded the Distinguished Flying Cross (DFC).