Whitehouse was born on May 17, 1958 in Stanleytown, Glamorgan, Wales and was raised in London, England. Whitehouse was educated at the University of East Anglia. He is divorced and he has 3 children. He is friends with fellow actor Johnny Depp, who has called Whitehouse "one of the greatest actors of all time". He currently lives in Islington, London.