Always under. I really don't like stretched socks that fall down. And if it rains, all the water running down our tights goes into your shoe. No way for the water to do anything else. No thanks.
Except: no-cycling right socks go over my right pant leg to keep it off the chain when I am in street clothes and don't have pant clips.