I'm curious that if mental illness is not a factor here then what possible rational explanation could there be? I guess forensics and not speculation will inform us? Whilst there is undeserved stigmatism against mental illness the murder of eight children is going to give mental illness an unavoidable reputation. Perhaps psychosis is a better term than mental illness but I'm no expert.
Drug induced psychosis e.g. Crystal Meth?