Gyimah was appointed as Parliamentary Private Secretary (PPS) to the Prime Minister at the 2012 reshuffle, then became a Government Whip in October 2013, supporting the Prime Minister during the Cameron-Clegg coalition. He supported the United Kingdom remaining in the European Union in the EU referendum of 2016.