Good question. There’s not a built in option for that since the default is semi-transparent and the built-in color pickers can only work with completely opaque colors. You can do it with a bit of CSS though. Here’s how:
In your WordPress dashboard click on the Appearance section and choose Theme Options.
From the tabs at the top, choose the Advanced one.