Smith supported Brexit in the 2016 UK EU membership referendum. He voted for Prime Minister Theresa May's Brexit withdrawal agreement on 29 March 2019. Smith also voted against any referendum on a withdrawal agreement in the indicative votes on 27 March. He then voted for the Prime Minister Boris Johnson's Brexit withdrawal agreement in October.