Acquired resistance represents a bottleneck to molecularly targeted therapies such as epidermal growth factor receptor (EGFR) tyrosine kinase inhibitor (TKI) treatment in lung cancer. A deeper understanding of resistance mechanisms can provide insights into this phenomenon and help to develop additional therapeutic strategies to overcome or delay resistance. Here, we identified a pharmacologically targetable metabolic mechanism that drives resistance to EGFR TKIs in lung cancer cell lines and patient-derived xenograft mice. We demonstrated that aldo-keto reductase family 1 member B1 (AKR1B1) interacts with and activates signal transducer and activator of transcription 3 (STAT3) to up-regulate the cystine transporter solute carrier family 7 member 11 (SLC7A11). This leads to enhanced cystine uptake and flux to glutathione de novo synthesis, reactive oxygen species (ROS) scavenging, protection from cell death, and EGFR TKI drug resistance in lung cancer cell lines and xenograft mouse models. Suppression of AKR1B1 with selective inhibitors, including the clinically approved antidiabetic drug epalrestat, restored the sensitivity of resistant cell lines to EGFR TKIs and delayed resistance in lung cancer patient-derived xenograft mice. Our findings suggest a metabolic mechanism for resistance to a molecularly targeted therapy and provide a potential therapeutic target for overcoming resistance to EGFR TKIs, including the third-generation inhibitor osimertinib.