Clarke was born in Athlone, United Kingdom of Great Britain and Ireland, to English parents Harry and Susan (Garty) Clarke. He was educated at Mountjoy School, Dublin and Trinity College, Dublin. He came to Hong Kong in 1929. From 1940 to 1941, in the period up to the Japanese invasion, he was Commissioner of War Taxation.