Single desktop image for all desktops
The answer is simple (and very Apple-like!).

Simply close all extra desktops until you only have one desktop. (To do this, go to Mission Control, hold down alt and click the crosses which appear on unwanted desktops).

Then change the desktop background for the one remaining desktop.

Now any new desktops you create will inherit the background of that first desktop.