It’s a total mystery why his children were taken from him. /sarc
The reason is not mentioned. So it could be he is a kook who beat his kids or he might be a good dad who managed to get afoul of some petty bureaucrat who has brought the weight of the system down on him and it drove him nuts.
Have seen both happen.