Ah... Got it!
Pry along the side about 1/4-1/3 back from the end. That'll get one 'corner'.
Pry for the other one on the same side.
Cover should fall down.
The one over the dining table was installed with the switch towards the cabinets, not the walkway. THAT sucker's getting turned around this weekend.