Campbell is the daughter of Jamaican-born dancer Valerie Morris. In accordance with her mother's wishes, Campbell has never met her father, who abandoned her mother when she was four months pregnant and who went unnamed on her birth certificate. She took the surname Campbell from her mother's second marriage.