Three possible solutions:

1) Reboot the machine.

2) Right-click the desktop and select Personalize. Click Desktop Background, then Save Changes.

3) Go to C: > Windows > Web > Wallpaper - If it was saved at all, it would be there. Once found, you can manually set it as the background.