We all grew up in the non-digital world of black letters on light paper. Boards should be that way in my opinion too.
That said, with a lit monitor, the reverse isn't bad either. But I'd put that second.
The worse one's are those where they put orange lettering over light grey!! I just have no idea what they are thinking when they do that. Hurts my old eyes!