The high level of oxidative stress induced by angiotensin II (AngII) is the main pathophysiological process that promotes the proliferation and migration of vascular smooth muscle cells (VSMCs) and induces vascular remodeling. LncRNA metastasis-related lung adenocarcinoma transcript 1 (MALAT1) has been determined to play an important role in the modulation of oxidative stress and the development of cardiovascular diseases. Nevertheless, the function and underlying mechanism of MALAT1 in restenosis induced by hypertensive angioplasty remain unclear. AngII increased the expression of MALAT1 in VSMCs. We found that antisense oligonucleotide lncRNA MALAT1 (ASO-MALAT1) could inhibit AngII-induced reactive oxygen species production and VSMCs proliferation and migration by inducing the expression of glutathione peroxidase 4 (GPX4), which can be reversed by siRNA-GPX4. GPX4 overexpression can inhibit the proliferation and migration of VSMCs induced by AngII. In addition, we found that the process by which MALAT1 knockdown induces GPX4 expression involves nuclear factor erythrocyte 2-related factor 2 (Nrf2). Overexpression of Nrf2 can increase the expression of GPX4, and downregulation of GPX4 by ML385 (Nrf2 inhibitor) blocked the protective effect of ASO-MALAT1 on AngII-induced proliferation and migration of VSMCs. Ferrostatin-1 (Fer-1, ip 5 mg/kg per day for 2 weeks), a GPX4 agonist, significantly inhibited neointimal formation in spontaneously hypertensive rat by the inhibition of oxidative stress. In conclusion, these data imply that ASO-MALAT1 suppresses the AngII-induced oxidative stress, proliferation, and migration of VSMCs by activating Nrf2/GPX4 antioxidant signaling. GPX4 may be a potential target for the therapeutic intervention of hypertensive vascular restenosis.