The edit button only shows to each member for their own posts. As the others have told you, it allows you to go back in and add, remove or correct something you've put in your post. It also allows the mods to edit posts that may be problematic. Since it is a function and part of the format, as love said, you can't remove the option.
"Don't accept your dog's admiration as conclusive evidence that you are wonderful".