Buckley was born in Saddleworth, Yorkshire, the son of Arthur and Jane Buckley. A surgeon by profession, he won the Military Cross in 1916 for working under fire when he was serving with the Royal Army Medical Corps in the First World War. He was a senior surgeon at Manchester Royal Infirmary and member of the Manchester Medical Society.