Oil Pressure light comes ON, only when idling

Oh. Also about the above problem. after the oil pressure light comes on, it goes away as soon as I accelerate just a little bit. This works even if I am on Neutral and stationary.

Did I mention I am a student, and $50 means I need to work around my budget !