Sounds like it could be a "cam lock".
Ask to see one at your local hardware shop to see if it suits your need.
On the interior of the cabinet there should be a single screw holding the latch and a nut fixing the lock in place.
Make sure you buy the right depth of lock.
Big Softy, November 2012