Since you are seeing the display of the android box you have connected that correctly to the TV. The problem is with the android box.
Try to reboot it.
Check the batteries in the remote and mouse, Often the ones that come in the box are trash. Make sure they are installed correctly too, Contact the seller of the box for any further help. After that I suspect you may want to get an exchange on the box.