They were abusing the kids for years, it just turned up a level when Jodi came inMy understanding is that he left before all the truly horrible things beyond your average borderline normalised abuse started happening
It sounded like they went from the family they always were (i.e fairly happy but with abuse going on behind the scenes) to "you're annoying the spirits" and everyone is possessed more or less overnight