Filters have two backgrounds. They have the "filter background" and the "white space background".
Under the Styles tab, the Background color property only affects the "white space background", leaving the primary "filter background" color locked to the Theme you selected for your Web App.
Would be great if the "filter background" color could be configurable as well.