 Burgin was born in Horsham, and attended Pimpinio State School and the Ballarat School of Mines, where he studied agricultural engineering.He worked on his family's property at Pimpinio after leaving school, but joined the Royal Australian Air Force during World War II.He trained in Canada and England, attaining the rank of flying officer, and served in India and South East Asia.