How do you get rid of a page on Microsoft Word?

Click on that page and press the 'Backspace' key on your keyboard until the page disappears.

What you are doing is removing non printing characters (paragraph marks, tabs, spaces, etc). If this does not work then you might need to remove a section break that has called up the blank page.