Try rubbing an acid like vinegar, tomato sauce, or lemon juice on your hands before washing them thoroughly with dish soap. You can also use rubbing alcohol, or any high proof alcohol, to get the same relief. Dairy is another method of neutralizing capsaicin. Rub milk or yogurt on stinging hands before washing with soap and water.