There's a line in the movie Mystic River:
We never got along. I flat out didn't like him. And he cut out on his wife when she was pregnant with that little mute of hers.
The phrasal verb cut out has many meanings, but what does cut out on mean here? Does it mean "to exclude" as in "We need to cut them out of future deals"?