I run Starcraft II on my 2011 MBA and it runs okay with low settings, but it does get hot and loud so I wouldn't want to make that my primary gaming machine.
Casual games, like RocketRed pointed out, will be fine. For serious gaming or highly graphics intense gaming I'd get something with a proper video card.