Yes! Vinegar is the bomb for mineral deposits - effective, safe, and cheap. If there's a lot, you might want to wet a paper towel with vinegar and let it soak. If it's really bad, the vinegar will soften it and you can scrape it off instead of waiting for it to dissolve.