It's an American thing. According to this site:
"For most Americans, however, marriage between cousins is at best a punchline, at worst a taboo. In many states, it is illegal for first cousins to get married."
So they could have "just" moved to another state, remarried, and adopted their own children.
No need - they're not (even close to) first cousins.
