That's right, and it could single-handedly be the awesomest section Apple has recently introduced in the crowded App Store. It's available here.
Games are organized in "Retro" and "Retro Reloaded". Gems like Space Invaders, Street Fighter IV, Canabalt and Secret of Monkey Island are in there.
Don't tell me I haven't warned you. These games are great.