It sometimes after the screen turn black and a need for a hard restart comes up like this before the POST (it normally says the graphics card name and some specs about it).
Try unplugging your gnu from mainboard and see if it turns on. If it doesn't then unplug all peripherals except monitor and keyboard and see if you can get to bios. If you can then plug in one piece of hardware at a time until it works