Ouch, jalapeno oil burns! Dawn dishwashing liquid that contains grease and oil cutting compounds will be the best and most gentle at removing the oils. Rinse with a lot of cold water. Warm or hot water may kick up the burning feel of the oil. Dab a little natural lavender essential oil or aloe vera on the affected area after you remove the oil to cool it down.