I had this same problem, the solution was:
On iPhone, open App Store > Click Profile picture > Click Subscriptions > Click Apple Developer > Renew
The actual Apple Developer app doesn't work for renewing.
Topic:
Developer Tools & Services
SubTopic:
Apple Developer Program
Tags: