Born in Coventry, Turner was educated at Rugby School, an independent school for boys in the market town of Rugby in Warwickshire, followed by Keble College at the University of Oxford, receiving an MA in Geography.
Prior to becoming a member of parliament, Turner contested other elections for the Conservative Party.