The purpose of this clinical trial is to compare the analgesic effects (relief of pain) of glucocorticoids (steroids) and pain medication versus pain medication alone in adult patients presenting to the emergency department with joint pain due to osteoarthritis. Steroids are drugs that can reduce inflammation and are used commonly for many different medical conditions. In brief, the central aims of the study are to: 1. Assess the efficacy of adding oral glucocorticoid medications to the standard pain medications used to treat the pain of osteoarthritis. 2. Assess the safety and tolerability of oral glucocorticoid medication for the short-term treatment of osteoarthritis pain. We hypothesize that: 1) The addition of glucocorticoids to standard pain medications will improve reported pain scores at 3 days following the initiation of treatment compared to standard pain medications alone and 2) The use of glucocorticoids will be well tolerated. Participants in the study will be randomized (like flipping a coin) into one of three groups: 1. Study Group 1 (Control) receiving placebo pills (no active ingredient) once a day for 5 days, plus ibuprofen (pain medication) for 5 days. 2. Study Group 2 (Intervention A) who will receive prednisone (steroid) once a day for 5 days, plus ibuprofen (pain medication) for 5 days. 3. Study Group 3 (Intervention B) who will receive one dose of dexamethasone (steroid) followed by placebo pills (no active ingredient) once a day for 4 days, plus ibuprofen (pain medication) for 5 days. In all groups, acetaminophen (a different pain medication) can be taken as needed for pain that is not controlled with ibuprofen. Participants will: * Receive follow up phone calls at 1, 3, 7 and 14 days. * Report pain scores related to joint pain. * Report the number of pills taken of the various medications used in the study. * Report any adverse events incurred during the follow up period.