My son brought in a friend who's eyes were tearing badly, he had got jalapeno oil in his eyes. I keep a big bottle of Saline Solution in the fridge, after rinsing them out using the whole bottle I sent them to the ER. The doc said that the oil had burned the outer surface of his eye.
So I would suggest that you go and have your eyes checked, an eye doctor or your regular physician can help you.