Consider the sound initiating action with a concert flute - suggest that a similar situation applies here.
Small leak allows a plume of cabin air to exit the seal and that excites a standing wave in the air in the near seal structure .. varies or disappears during descent as the pressure differential changes along with the exiting air leak plume.