You have to adjust the catch BACK a little farther. Idea being you have to close it harder in order for it to latch, and then it will be under "load" when closed. Once you push the button it will want to pop open.
I would suggest replacing the rubber bumpers first, but if you want it working now, then adjust the catch.
George