Following Kirby's re-election at the May 2015 general election, with a reduced majority of 690 votes, but increasing his share of the vote by 2.7%, he was appointed as an Assistant Government Whip on 13 May 2015. Kirby was opposed to Brexit prior to the 2016 European membership referendum.