Why the underside of my scrotum hurts?

Need exam. Could be a lot of things and you should get examined. Chronic prostatitis could be one reason.
Impossible to tell. I would have no way of knowing. Is there a bruise, or a rash, or any sign of injury? Was there any recent trauma? If the pain doesn't resolve on it's own, you may need to see your doctor.