Kellerman was born in Manchester, Lancashire. Her Jewish father, Dr. Walter Kellermann (1915–2012), had fled Nazi Germany and settled in Leeds, where he became a Senior Lecturer in the Department of Physics at the University of Leeds. Her mother, Marcelle, was a member of the French Resistance during the Second World War who became a Teacher of modern foreign languages.