Got it.
Selecting the following settings:
Print the "End of Document" block INSTEAD of the 'Page Footer" block on the last page
The "End of document" is stuck to the "Page footer" block
The "Page footer" block is not printed at the bottom of the page, it is stuck to the previous blocks
With the above settings, End of Document got printed at the correct place with NO Page footer, on the last page.
Thanks.