Neuroinflammation driven by microglial activation is a hallmark of Alzheimer’s disease (AD). Triggering receptor expressed on myeloid cells 2 (TREM2) is a key regulator of microglial inflammation, yet strategies to modulate its expression remain limited. Safflower leaves, a vegetable rich in flavonoids—particularly luteolin—were previously shown to attenuate neuroinflammation, reduce oxidative stress, and ameliorate cognitive impairment in APP/PS1 mice. Here, we demonstrated that safflower leaves inhibit microglial inflammation and upregulate TREM2 in APP/PS1 mice. Luteolin, the major active flavonoid in safflower leaves, exerted anti-inflammatory effects in lipopolysaccharides (LPS)-activated microglia. Mechanistically, luteolin enhanced Trem2 transcription by activating forkhead box protein O3 (FOXO3), a novel transcriptional regulator of Trem2 identified through promoter analysis. FOXO3 binding to the Trem2 promoter was essential for this regulation, and luteolin further promoted FOXO3 nuclear translocation. Crucially, Trem2 knockdown attenuated luteolin’s anti-inflammatory effects, confirming TREM2 as a key mediator. Overall, our study reveals the FOXO3-TREM2 axis as a potential therapeutic target for neuroinflammation and highlights luteolin present in safflower leaves as a candidate dietary intervention for AD, providing new mechanistic insights into the anti-inflammatory activity of this natural antioxidant. © 2025 by the authors.