 Mossop was the younger son of Norman, a World War I veteran who had been wounded in battle at Passchendale, and Nellie Mossop (née Kirkpatrick).Born in Five Dock, New South Wales, he had an elder brother, Kirk, who later became a noted artist.The family lived in Five Dock but moved to Balgowlah by the time he was five.