My dad had this happen to his computer not too long ago, it turned out his graphics card stopped working for whatever reason (it was fairly new 2-3 months old).
What happened after, "then I tried plugging the cables into my MOBO instead of my GPU out of despiration?" Did anything display on the monitor?