A leader of the Pakistan Muslim League (Nawaz), Rafique previously served as the Minister for Railways in Abbasi cabinet from August 2017 to May 2018 and in the Sharif's third ministry from 2013 to 2017 and held the cabinet portfolio of Minister for Culture and the Minister for Youth Affairs briefly during the Gillani ministry in 2008.