Nothing surprises me anymore. I have yet to be really scammed, but I've passed on some "good deals" because something seemed fishy about it.
I really do hope that we are wrong, but really the only way to know is to have it checked out. There are ways to stress test the GPU to see if it is failing, just do some searching.