Mm, I think so. The water drips down and evaporates, leaving behind bits of dirt and rock that build up over time.

[Yeah, that should be it. Even if he was a very smart kid, he didn't really pay much attention in school. Games were more interesting.]

Maybe we'll get lucky and find some crystals like you wanted.