Glomerular podocytes are instrumental in ensuring glomerular permselectivity and regulating the integrity of glomerular biology. However, podocytes are vulnerable to various noxious stimuli such as hypoxia, and podocyte injury presented with glomerulosclerosis and impaired kidney function. The mechanism of hypoxia-induced podocyte injury vis-a-vis glomerulosclerosis has remained enigmatic. Hypoxia inducible factor 1α (HIF1α) that transduces hypoxic adaptations, induces Transglutaminase 2 (TG2), a calcium dependent enzyme that catalyzes intramolecular ε-(γ-glutamyl) lysine cross-links of extracellular matrix (ECM) proteins. In this study, we investigated the mechanism of regulation of TG2 by HIF1α. Stabilization of HIF1⍺ by FG4592 (Roxadustat) and physiological hypoxia, resulted in elevated expression of ZEB2 (zinc-finger E-box-homeobox 2) and its downstream target TRPC6 (transient receptor potential channel 6). ZEB2 transcriptionally activates TG2 expression, whereas, via TRPC6, it induces calcium influx, inturn it increases the TG2 activity. Blocking the TRPC6 action or suppressing its expression only partially attenuated FG4592 induced TG2 activity, whereas suppression of ZEB2 expression significantly abolished TG2 activity. This study demonstrates that stabilization of HIF1α stimulates both TG2 expression and activity, whereas abrogation of HIF1⍺ by metformin prevented HIF1⍺ regulated TG2 and consequent glomerular injury.