Will having too many interstitials affect my ranking?

Yes. Too many mobile pop-ups and boxes that block the user from viewing the content is deemed very bad for user experience by Google. In August 2016, Google shared on their blog that “… pages where content is not easily accessible to a user on the transition from the mobile search results may not rank as high”, and one of the key factors to that is interstitials.