Go to the Themes
section. Select a predefined theme and press Duplicate
to customize it (You need to work on a copy, not on the original.). Another option is to start from scratch. To do this, click on New Blank Theme
Now go crazy with all the options available in the customization panel. Customization options are described in detail in the Form Settings → Form Themes documentation section.