Is there such a thing as an anti-inflammatory diet? While there is no specific “diet” that people with arthritis or rheumatoid arthritis (RA) should follow, researchers have identified certain foods that can help control inflammation. Many of them are found in the so-called Mediterranean diet, which emphasizes fish, vegetables, olive oil, whole grains, nuts and seeds, among other staples.