Sometimes debris can get in between the filter and metal oil filter housing. Or the gasket that is on the filter has a crack in it or a small cut and letting oil get by.

Either way, you will have to remove the filter and inspect it or just get a new filter for 3 bucks and top off the oil. It will drain out about half a quart of oil when you unscrew it.