GI problems such as nausea and vomiting are the most common side effects associated with methotrexate, affecting between 20% and 65% of rheumatoid arthritis (RA) patients who take the drug. Up to one-third develop mouth ulcers or sores. Many also complain of headaches, fatigue and an overall “blah” feeling.