What happens inside the pump? Does it start to get a big airspace under the lid?
Does it stay filled with water but nothing comes out of the return?
It sounds pretty normal, but if you get a big air space under the lid while blocking the skimmer, then you have a suction side leak, it could be the lid gasket or anywhere along the line from skimmer to pump intake.