In the navigation bar above, click "My Settings" then "My Challenge Settings". Under "Game Limits" enter 0 if you wish to receive no unrequested challenges. There are also controls for limiting ratings and time outs.
Any game you have not moved in can be deleted. Look for the trash can icon in your game list (you may have to scroll to the right) and click it.