In this review, we summarize the role of the mitochondrial ATP synthase and the role of its inhibitor protein, the ATPase Inhibitory Factor 1 (IF1), in metabolic rewiring of cancer and its progression to emphasize the relevance that the engine that controls cellular life and death has in this field of investigation. This evidence concerns the gene ATP5IF1 and cancer.