Really, taxes are higher if it isn't a bedroom? That's a new one on me. I know in Germany and other European states if THERE IS a closet they are taxed higher because a closet is considered a room. We've lived all over and purchased many homes and never did this come up at any time. That's assuming you live in the USA.
Funny how different things are in different places.