 Mitchell was born in Glossop, Derbyshire.His parents were Julien Mitchell, a dentist, born in Haworth, West Riding of Yorkshire, and Ellen Kitchen, born in Bolton (in the Moor), Lancashire.His siblings born in Bolton were Martha Elizabeth, Josephine Mariner, Ada and Gertrude.