Drop a container on your page, or even in your page layout. Set its size to maximum and give it a background color.
EDIT: to style the status bar, the top bar, and the bottom/menu bar, use the styling properties described here.
This is the result of the experiment
Andrea
You can also try to open the App in Mendix Studio and change the background color there.