I tried:
gsettings set org.gnome.desktop.background primary-color '#000000'
gsettings set org.gnome.desktop.background secondary-color '#000000'
gsettings set org.gnome.desktop.background color-shading-type 'solid'
However, my background is still the default heisenbug picture.
What setting do I have to change to use my color instead of the picture?