You need internet connection to adjust volume or switch tracks using the AirPods

It uses Siri, which needs the internet to work. So any Siri command will require the internet. You can still adjust the volume with the physical controls on the phone, and switch tracks with the on screen controls.

Not defending the AirPods, mind you.