Osteoarthritis (OA) is a degenerative joint disease that affects millions globally. The present nonsteroidal anti‐inflammatory drug treatments have different side effects, leading researchers to focus on natural anti‐inflammatory products (NAIPs). To review the effectiveness and mechanisms of NAIPs in the cellular microenvironment, examining their impact on OA cell phenotype and organelles levels. Additionally, we summarize relevant research on drug delivery systems and clinical randomized controlled trials (RCTs), to promote clinical studies and explore natural product delivery options. English‐language articles were searched on PubMed using the search terms “natural products,” “OA,” and so forth. We categorized search results based on PubChem and excluded “natural products” which are mix of ingredients or compounds without the structure message. Then further review was separately conducted for molecular mechanisms, drug delivery systems, and RCTs later. At present, it cannot be considered that NAIPs can thoroughly prevent or cure OA. Further high‐quality studies on the anti‐inflammatory mechanism and drug delivery systems of NAIPs are needed, to determine the appropriate drug types and regimens for clinical application, and to explore the combined effects of different NAIPs to prevent and treat OA.