Go into footer.php (titled "Theme Footer") in the Editor.
Find this line of code:
<?php avenue_close(); ?>
This is the ENTIRE footer, which is linked to other code and files uploaded to support the Avenue theme.
Replace it with:
This will create a simple black footer bar without the SmartCat link.
As this is HTML code, it is easily customized to be whatever you want.