Despite the large sample size, our MR analyses do not support causal effects of circulating adiponectin, leptin, sOB‐R and PAI‐1 concentrations on the development of five obesity‐related cancers. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.