Dishwasher rinse aid dispenser drains most of the way each cycle. I have replaced the dispenser.
Here are your parts
http://www.appliancepartspros.com/partsearch/modelsearch.aspx?model=GU2400XTPQ7
See the attachment for the tech sheet.
Since you have replaced the dispenser odds are that the control board is toast re: turning the dispenser on all the time.