Extra Space Below Footer in Drupal 7
This looks more like a css issue than a drupal issue.
I am not sure if you are looking for some drupal hooks to solve this problem. But adding this css will solve the issue.

 .region-links-region{
      overflow: hidden;
  }


If this does not work, you can try overflow: hidden !important;