It's been 7 years and counting since Gnome removed the ability to set the desktop background to a solid color using the GUI. The solutions to it are to use a solid-color image, or use the "gsettings" command line tool to set the color manually... Rather than, you know, an actual basic color-picker user interface.
The threads about it are awesome.