What Causes Burning In Hands After Using Chilies?

hi, i stupidly handled a chilli earlier and didn't realise i should wear gloves and now my fingers wont stop burning and have been for the last 3 hours. I have had my hands in cold water which is helping but i can't sleep with my fingers in water. Will it be worth going to purchase burn cream?