Put the peppers in a basin and cover them with water. Let them soak for 30 to 60 minutes. This helps remove part of the oil from the peppers, which is the primary component responsible for the peppers’ fiery flavor. Tip: When handling fresh jalapenos, especially the seeds, you should wear gloves made of rubber.