I've seen them biking when it's raining as well, but I think their roads and paths are prepared for it. As in, the surface isn't as polished as the streets here, so it's much harder to slip, unless you're as clumsy as... me :(
Oh and, you should have seen my dutchie friends biking on ice this winter, absolutely impressive.