Omeprazole joint pain. jdunn . 2 years ago12 Replies. I stopped taking omeprazole a week ago and started taking zantac but since stopping omeprazolePerhaps the Zantac might be causing causing your muscle cramps, rather than anything to do with the omeprazole. I understand zantac can cause...