With those caveats out of the way, here's how to call someone who has blocked you on their iPhone. You need to disguise your caller ID, which will prevent the receiving iPhone from knowing which number is calling. Open the Settings app, then go to Phone, and select 'Show My Caller ID'. Slide this to the off position.