This is a heavily debated theory but I believe he killed the five missing for remnant experiments and Charlie after the crying child’s death to make Henry feel the same pain. I don’t think he intentionally caused the death of his children the way they died but when he found out remnant worked he would have Likely planned out their deaths when they where a bit older to make them immortal. I’m pretty sure he loved his kids