Welcome to the forum.
What meds specifically are you on? And how long have you been on them?
Your intense joint pains only started after the tapering?
IMO, it's probably a combination of meds, and extra-intestinal IBD symptoms, including Leaky Gut Syndrome too.
What does your doc say about it?