If you pop one of the bubbles in the water trying to get rid of it, you're spreading the spores and it makes it worse. (Though some people actively cultivate it.)
You can get rid of it by siphoning out water right above it while you pull it off the rock, so the siphon removes any spores. (Or take the rock out, get it off, rinse it good, and put it back.)