Ulcerative colitis (UC) is a chronic inflammatory disease that is increasing in prevalence globally. Senescence is characterized by a specific chronic, low-grade, "sterile" inflammatory state known as inflammaging, suggesting that senescence may exacerbate the severity of UC. However, the link between UC and senescence remains unclear. Valnemulin (VAL) is a semi-synthetic derivative of a naturally occurring diterpenoid antibiotic (pleuromutilin), which can inhibit peptidyl transferase. Studies investigating the potential of valnemulin to inhibit senescence and alleviate colitis are currently limited. In this study, we revealed that dextran sulfate sodium (DSS), an inducer of UC, induces senescence in both colon epithelial NCM460 cells and colon tissues. Additionally, VAL, identified from a compound library, exhibited robust anti-senescence activity in DSS-treated NCM460 cells. Identified in our study as an anti-senescence agent, VAL effectively mitigated DSS-induced UC and colonic senescence in mice. Through network pharmacology analysis and experimental validation, the potential signaling pathway (AMPK/NF-κB) for VAL in treating UC was identified. We discovered that DSS significantly inhibited the AMPK signaling pathway and activated the NF-κB signaling pathway. However, supplementation with VAL remarkably restored AMPK activity and inhibited the NF-κB signaling pathway, which led to the inhibition of senescence. In summary, our study demonstrated that DSS-induced UC stimulates the senescence of colonic tissues, and VAL can effectively alleviate DSS-induced colonic damage and reduce colonic senescence. Our research findings provide a new perspective for targeting anti-senescence in the treatment of UC.