We report the case of a woman with metastatic SMARCB1-deficient renal medullary carcinoma who developed acute hypoxic respiratory failure shortly after receiving combination gemcitabine and carboplatin. The gene discussed is SMARCB1; the disease is kidney medullary carcinoma.