Rheumatoid arthritis (RA) is a chronic autoimmune inflammatory disorder and a leading cause of disability worldwide, significantly impairing patients' quality of life. As current therapeutic options remain limited, there is an urgent need for novel strategies, including the use of medicinal plants, to delay the development and progression of RA. Acute inflammation in RA is often accompanied by impaired apoptosis, which contributes to disease pathogenesis. With advances in high-throughput sequencing technologies, an increasing number of non-coding RNAs (ncRNAs) have been identified and extensively studied for their roles in both physiological and pathological processes. Dysregulation of these ncRNAs-particularly long non-coding RNAs (lncRNAs) and circular RNAs (circRNAs)-has been implicated in various disorders, including RA. Given the well-established association between apoptosis and ncRNA expression in RA, a comprehensive understanding of their intricate interplay is essential. In this study, we systematically explore the complex interactions between lncRNAs and circRNAs in regulating apoptosis during the pathogenesis of RA. Additionally, we highlight emerging evidence, suggesting that ncRNA-mediated modulation of apoptosis can be achieved through herbal medicines, offering promising therapeutic avenues for RA treatment.