 Whitehead was born in the British Embassy in Berlin, where his father Sir James Beethom Whitehead was a diplomat.He was educated at Shrewsbury School and University College, Oxford, and moved to the colony of Southern Rhodesia in 1928 for health reasons.After working briefly for the civil service at Gwelo, he moved to a farm in the Bvumba Mountains near Umtali.