This isn't a brightness autoadjust thing. Looks like your backlight is out.
An LCD screen that is actively displaying an image but with no backlight will still show a faint image from reflected light, so you can see an image in a lit room but not in a dark room.
I imagine KDE will work fine, too, and what I intend to run (I'm batch 9...)