Hi, I'm using Chrome and when I click in the widget right below the title, I can see the Edit Text bar. It does not appear when you click on the title (where it says "Rich Text Widget"). So the Title is just plain text, but below you can have Rich Text.
I've also found out that we do have a bug for users using Internet Explorer. If you are using IE, I recommend switching to Chrome or Firefox to use this feature.