That's by design. Imagine you had a raunchy wallpaper on a shared computer. Anyone can see it without even logging into your account.
There's a way to change it though but you'd need to do it whenever you change your wallpaper:
Go to /Library/Caches/ and replace or create a new file called "com.apple.desktop.admin.png" and restart.