German isn't my mother tongue, but I think it's a form of diminutive, which often becomes neuter in Germanic languages, as for instance in Dutch.

I agree it feels silly to learn the gender of "sexless" words; but this case and the rule behind it are quite clear in the respective languages this occurs in. I guess it's not unlike English using neuter for animal pronouns, which feels strange to speakers of most Germanic languages.