Worms Armageddon, for sure!
Has the best missions, is currently still updated often and, well, it's the Worms game I played the most. I do have Worms World Party too and it's also great. You can create and edit your own missions and there are some nice features. However, the missions are really bad compared to Armageddon. It's mostly for multiplayer.