Snake Eater for me, with Peace Walker trailing it in a really close second.
It took me a couple of playthroughs to really get into the story (renting it from Blockbuster didn't help) and appreciate it, but once I did I was wowed with the level of detail and care put into this game. One of my top 3 games of all time.