At one stage Cross, From Hastings, was 9-1 up. Smith staged a mini-rally and fought back to be 13-7 behind.
He then put Cross under real pressure and got it to 16-13 but Cross held his nerve to claim the title.
He now joins Phil Taylor, Michael van Gerwen and Gary Anderson as the only people to win the world title and the World Matchplay.
