THE DRUPAL PROBLEM
Turns out that setting up a view to sincronize with the Taxonomy TermID from URL works great, the problems begin if the Term ID in the URL is a synonym, then you get then nothing out of it.
THE DRUPAL SOLUTION
Select PHP Code instead of the Term ID from URL and copy the following code. Basically what it does is get the term from the url, which is a synonym. View image for more details
$request_uri = urldecode($_SERVER['REQUEST_URI']);
$term = end(split("/",$request_uri));