Delete list of sign-in names from dropdown menu on log-in page

I'm using Google Chrome and whenever I want to login to a forum site, a dropdown with a list of misspelled and wrong names gets displayed as soon as I click on the username field.

How do I delete the list of the different usernames, leaving only the corect one there?