I had zero background in Java, and I'm a very happy Scala developer for about two years now (still at the beginner level, though).

I'd say not knowing Java the language isn't a big deal. Also not a big deal, but certainly a point to consider, is Java the ecosystem. I can imagine Java pros bringing their knowledge regarding the JVM, threads, and other stuff, that's certainly a plus.