I don't generally think of a wardrobe as a piece of furniture. (I mean, my old bedroom had one, because there wasn't a built-in wardrobe - but that's a bit unusual.) It's just... the cupboard the clothes go in.

Like when you talk about "needing a new wardrobe".

I don't think I've ever heard anyone say this except Americans on TV.