Atmospheric particulate matter exposure has adverse effects on human health, but its molecular mechanism is complex and need to be explored in depth over time. m6A RNA methylation is an important epigenetic modification that regulates gene expression at the post-transcriptional level. Our previous animal exposure studies found that PM2.5 exposure up-regulated m6A RNA methylation in lung, but the regulatory pathway is currently unclear. PM2.5 can activate transforming growth factor-β (TGF-β), and Smad2/3, a downstream factor of TGF-β, can affect m6A RNA methylation by binding to the RNA methyltransferase complex. Based on the above evidences, the current study aimed to investigate the role of TGF-β signal pathway in PM2.5-induced m6A RNA methylation through animal and A549 cell exposure model. Our results showed that PM2.5 could induce upregulation of m6A RNA methylation, accompanied by increased expression of TGF-β, Smad3, methyltransferase-like 3 (METTL3), methyltransferase-like 14 (METTL14) in both lungs of mice and A549 cell line. Furthermore, the TGF-β inhibition cellular experiments determined that PM2.5 exposure altered the level of m6A RNA methylation, expression of TGF-β, Smad3. Accordingly, it is clear that TGF-β plays an indispensable role in m6A RNA methylation after PM2.5 exposure. Our study demonstrates that PM2.5 exposure influence RNA m6A methylation through the TGF-β signal pathway.