You can't with the "standard" button. That will always display when there are no Like's for the page. You can try switching to the Box or Button count views which will never show that text.
I hope that helps. If you need anything else, please create a new topic. I'll be closing this topic after I post to prevent any new posts.
Thanks,
Alex