Weaning stress in piglets disrupts metabolic and immune homeostasis, limiting growth performance. Here, we show that dietary supplementation with methyl salicylate (MS), the bioactive component of Gaultheria plants, alleviates weaning stress through coordinated effects on host physiology and gut microbiota. In a 28-day trial, 144 weaned piglets received a control diet, MS (1 g/kg), or MS (0.7 g/kg) combined with tributyrin (0.3 g/kg). MS supplementation significantly increased average daily gain and feed intake (P < 0.05), elevated serum total cholesterol and low-density lipoprotein cholesterol, enhanced total antioxidant capacity, and reduced circulating leukocyte counts (P < 0.05). These physiological changes were accompanied by remodeling of the gut microbiota, characterized by enrichment of Prevotella and depletion of Treponema and Clostridium. Notably, Sodaliphilus abundance correlated positively with serum lipid parameters (P < 0.05), suggesting a potential role in host energy metabolism. The combination with tributyrin did not enhance MS effects, indicating that MS alone is sufficient to drive the observed benefits. Our findings identify MS as a functional feed additive that improves postweaning performance by modulating antioxidant capacity, immune activity, and gut microbiota composition, with implications for developing nutritional strategies in swine production.