Does it save battery to have your desktop background set on a dark color?

No, because the LCD backlight is always on, even if all the light (or most of it) is blocked by the pixels in front of it (thus displaying black).

The newer LED-lit LCD screens could eventually save some energy, but not the side-lit LED screens. Check this out: Difference Side-Lit LED versus Direct LED.