This is tough. There are a lot of great games from 2006 that are all in the same tier for me. It’s difficult to separate them.
I guess I’ll go with Oblivion. Not quite as good as my personal favorite Morrowind, but still an extraordinary open-world RPG.
Special shout-out to Elite Beat Agents, an awesome, hilarious, challenging rhythm game.