The same reason that DeBeers doesn't flood the market with diamonds.

OPEC has always been about manufactured scarcity. It's not a bad scheme, if you have a heavily concentrated, limited resource. The difference, of course, is that oil is actually useful. So might as well pump it while you can, store it where it's easy to get and ration it out.