There are plenty of Chrome extensions that allow you to remove elements from the page, but they all seem to be temporary. This one remembers whats been removed, and removes it whenever the page is loaded again.
Wildcards can be used to make it work on multiple pages from the same site (for example) and an optional delay can be set in case the element you want to remove doesn't get displayed right away.