Why is the Walls family always doing the “skedaddle”?

Because Rex Walls was always being chased by bill collectors, and CPS. Rex told his children that the "FBI" was after him or the henchmen, bloodsuckers, and the getspo. But in reality he was being chased by bill colecters and CPS.