If it's water-soluble then you can just soak it away, but I don't know whether that's true of capsaicin. Maybe try immersing it in detergent and giving it a good rinse.

I would want it gone to prevent the outside chance of getting it on my fingers and then inadvertently touching my eye or nose. Yeouch!

Good luck!
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--Rick