Hutton was born at Marske near Richmond in Yorkshire, the second son of John Hutton of Marske (great-great-grandson of Matthew Hutton, Archbishop of York 1595–1606) and his wife Dorothy, daughter of William Dyke.
In 2016, during the refurbishment of the Garden Museum,[3] which is housed at the medieval church of St Mary-at-Lambeth,[4] 30 lead coffins were found; one with an archbishop's red and gold mitre on top of it.[5] Two archbishops were identified from nameplates on their coffins; with church records revealing that a further three archbishops, including Hutton, were likely to be buried in the vault.[6]