right-click on the desktop wallpaper size of the picture you wish to download and choose "Save Target As" and save it to your desktop.
When the file has finished downloading, double click on the file on your desktop and when it opens, right-click on it
and choose "Save As Desktop Background"

(The wording may vary due to multiple web browsers and operating systems!)