BRAFV600E mutant melanomas treated with BRAF inhibitor (Dabrafenib) and MEK inhibitor (Trametinib) almost invariably develop drug resistance (DTR). Restored glycolysis has been frequently found in clinical targeted therapy-resistant melanoma biopsies. LDH, catalyzing the last step of glycolysis, is negatively correlated with clinical outcome of melanoma patients receiving BRAFi target therapy. How resumed glycolysis controls the emergence of acquired resistance, especially via intrinsic mechanisms that circumvent the BRAF/MEK module, remains unknown. Here, we identify lactylation of LSD1, induced by re-accumulated lactate in DTR melanoma cells, selectively drives survival via epigenetic reprogramming. Mechanistically, lactylation of LSD1 promotes its interaction with FosL1, thereby preventing its ubiquitination and degradation by E3 ligase tripartite-motif-containing protein 21 (TRIM21). In DTR melanoma cells, chromatin binding capacity of FosL1 was significantly strengthened due to reduced acetylation, which in turn increases selective chromatin enrichment of LSD1. We further demonstrate that lactylated LSD1 co-orchestrates gene transcription with FosL1 to repress ferroptosis in DTR cells via interfering with transferrin receptor protein 1 (TFRC)-mediated iron uptake. LSD1 inhibitor (LSD1i) activates ferroptosis, resulting in drastic DTR melanoma regression in mice. Importantly, LSD1i-induced immunogenic ferroptosis synergizes with immune checkpoint blockade (ICB) in vivo. Together, our results highlight a crucial role of metabolic rewiring-induced epigenetic reprogramming as a bypass resistance mechanism in DTR melanoma, which provides a therapeutically actionable strategy to overcome acquired resistance to targeted therapy.