Once you have choose HD wallpaper for Desktop and Laptop.

  Open the Charms bar, hit Settings, then choose Change PC settings.
  On the left, click OneDrive.
  Again on the left, click Sync settings.
  In the main area, disable settings you don't want to sync.

The one that controls the desktop background is Appearance, … Read more