Try it in SafeMode.
I've seen this happen before, it is an issue with the drivers for the keyboard and mouse, the HID (human interface device) drivers are the issue here.
You may be able to do a work-around fix, try to remote into this computer from another one on your network and remove any keyboard/mouse/hid devices form device manager, reboot and have Windows re-install it.