When they don't have to pay a percentage of sales price as royalty to Qualcomm.

All their iPhones run on Apple made cellular chips now

Not yet. Only the iPhone Air and the iPhone 17e and I believe the new iPads.

They still pay a license fee to Qualcomm for the supposed Qualcomm IP in Apple's own chips.