If you are on Home Premium, Enterprise, Professional or Ultimate then you can change it from "Personalize>Windows Color"
Just right click on the desktop and go to Personalize and there you would see "Windows Color" Second option in the bottom.
And if you wish to change it in the theme itself try @ "Taskbar & SystemTray > TaskBand > Aero > TaskBand > Background Bottom "