SOLUTION TO THIS ISSUE !!!
1. Make a Bookmark for each page in the document using the Bookmarks window.
2. Use the "Go To Destination" action under Buttons and Forms. This then shows a dropdown for Destinations and shows all the Bookmarks you make. Select the page book mark you want per button.

3. In this window you can also set you button states.
4. Export as interactive and the PDF will work perfectly.
Here is an example that has a button at the bottom of each page for easy navigation through the document and a full Table of Contents on page 2.
Download this file and you can see how it works after it is exported using this method:
http://dejoriacenter.com/clone/DJC-Production_&_Technical_Information_2017.pdf