OK. Are you rooted? When you power off the device and charge it that way, does the battery icon that comes up, is it normal or does it show a warning?
I don't think this is related to the battery though.
I would try booting into recovery and seeing if there's any system messages there as to why this might be happening or try to boot into safe mode, but I doubt that'll clear it.