There is no way to add a solid color, but you can add a background image. Since an image can be a solid color, this might be a good workaround.
First go to Appearance →Theme Options → General and under “Thumbnail Header Image” make sure “Display post thumbnail as header image on single posts” is checked. Then go to the page in question and add a featured image. If should display as a background image to the page’s title.