Purdon was commissioned into the Royal Ulster Rifles in 1939 at the start of the Second World War. He was attached to No. 12 Commando and saw action with that unit in the raid on St Nazaire, for which he was awarded the Military Cross. He was subsequently imprisoned in Colditz Castle for a year.