I definitely don't need high fidelity graphics to enjoy a game. Sometimes, I think artists can do a lot more when working within a set of limitations. You can get some truly unique and impressive combinations of things that are lower fidelity (low poly, pixel art).

That said, I do like pretty graphics sometimes. It's just top of the line graphics alone won't get me into a game and lack thereof will not deter me.