See, "wardrobe", to me, is more likely to mean a person's collection of clothes. Like when you talk about "needing a new wardrobe". You're talking about getting new clothes cause you're bored with your old ones.

"Wardrobe" as a piece of furniture only exists in hoity-toity nancy countries.