Geeson was born in Arundel, Sussex. She came from a middle-class family; her father edited the National Coal Board magazine. Her sister, Sally Geeson, also an actress, is known for her roles in British television sitcoms of the 1970s. Geeson attended Corona Stage Academy, making her stage debut in 1957.