From a pain perspective, caffeine’s role as an analgesic adjuvant means a well-timed cup of coffee with your doctor-approved pain reliever can improve symptom control on tough days. (PMC) But in people who are very sensitive to stimulants, jitters, and increased muscle tension around already-inflamed joints can make things feel worse.