Rantzen was born in Berkhamsted, Hertfordshire, England, to Katherine Flora Rantzen (née Leverson, 1911–2005) and Henry Barnato Rantzen (1902–1992). She has one younger sister, Priscilla N. Taylor. She attended Buckley Country Day School in New York, leaving in 1950.