Why did pirates of the Caribbean end up as captains instead of monsters?

In fact, when you last saw Turner, he was with his lover. I remember in the middle of the third film, Captain Octopus went to see the fortune-teller (his beloved woman) in his cell, and he also changed from an octopus face to a normal person. So it can be speculated that when he is with his beloved, he will become normal.