Does unsubscribing from a wallpaper automatically delete it?

[Grinky Crinky]

Some of them are really big, so I would prefer to just have one downloaded at a time.

[Laradox]

Yes, they will be automatically deleted after you unsubscribe them. If they are still there after you have unsubscribed them, try to re-log in Steam.