Sometimes the best way to sort something out on a page is to get into the code view.
When there is a Rich Text widget on a page, use the Code View button indicated by <> on the top right of the visual editor toolbar to get to the Code View
Make your changes in the html
Make sure to close the Code View before you save by clicking on the <>. Changes wont be saved if you dont close the Code View.