I checked in KDE, since I'm generally confused as to why it's not more popular now: in the wallpaper settings you choose `wallpaper type: plain color` and it gives you a color picker to set it.
It also shows you the screen you set it for, and a boolean to set it for all screens at once.
It also shows you the screen you set it for, and a boolean to set it for all screens at once.