Make sure they arent connected to the body in any way as well then freeze the transforms too.

Parenting them to the head joint is pretty much the standard way of this being done. I would check how they are attached right now then do the method Ive just mentioned....I'm not wrong in my suggestion in any way, so its something in the way your hierachy is sitting

Jay