Tough question. There are many obvious masterpieces or games that have impressed. Like Portal or Baba Is You. Some games would stand out, simply because you can play them again and again. But does that make them the favorite game?
So I would go with Eternal Darkness.
I have no favorite genre. I tend to like turn based a bit more than action games, but I do play action games too. Including things like Dark Souls.