No. The effectiveness of Social advertisements on Facebook is not impacted by the number of page followers or likes on your business page.
Facebook’s ad network is strictly a ‘pay-to-play’ advertising model. Check out our blog article for more information on Boost a Post vs. Facebook Ads.