Place your hands in a bowl of cool milk or smear yogurt on like lotion. The casein found in dairy can help wash the capsaicin (the burning part of a jalapeno) off your hands. Also, hot, soapy water can help relieve the burn. Gently scrub with a clean kitchen brush until the pain subsides.