Burns was schooled at the London Oratory School in Chelsea, London and trained as a teacher at St Mary's College, Twickenham from 1926 to 1928. After qualifying, he returned to teach at the London Oratory School. A former pupil described Burns as "a kind and generous man and an excellent teacher of mathematics". Burns was also an amateur boxer.
