I don't know why I haven't thought of it before but it might have been the chlorophyll in the weeds I was pulling that removed or neutralized the capsaicin. My hands were getting dirt on them but I wasn't really putting them in the soil that much. Whatever it was it was a quick and total cure.
You would think that dish detergent would cut through the resin but it doesn't.