 Born in Sydney, Australia, Leeper was educated at Melbourne Grammar School, Melbourne's Trinity College, and New College, Oxford.Leeper was the son of Dr Alexander Leeper, the first Warden of Trinity College, the University of Melbourne, and his wife Adeline (née Allen).His half-sister Valentine Leeper (1900–2001), maintained a lifelong correspondence with him.