Blunt became a party whip under Howard, but on 9 June 2005 he took leave of absence from that role to support the expected leadership bid of Sir Malcolm Rifkind.
In November 2013, Blunt was re-selected to stand in the 2015 general election for the Conservative Party having undergone a postal ballot of constituency members.