Rheumatoid arthritis (RA) is a chronic autoimmune disease remarkably characterized by synovitis of joints, whose pathogenesis is complicated and not yet fully elucidated. A variety of cells, cytokines and intercellular signaling pathways are involved in the occurrence and development of RA. The mitogen activation protein kinase (MAPK) signaling pathway is closely related to the pathogenesis of RA, and plays an important role in the formation of pannus, synovitis, and bone destruction. This paper reviews the research progress of MAPK signaling pathway in RA from the aspects of the interaction of MAPK signaling pathway with a variety of key cells and cytokines in the pathogenesis of RA, in order to provide a direction and theoretical basis for anti-RA drug therapy research.