Originally Posted by Si

From that link in my last post:

The name bitterbal, literally bitter ball, does not indicate that its taste is bitter, but that they were originally meant to be served with a bittertje (a small glass of Dutch jenever, not quite the same as gin).

I had them with Jenever, so I would guess that confirms it