In this paper, we will discuss the regulative roles of DYRK1A in islet β-cells and the mechanism of its inhibitors in improving diabetes, and introduce some natural DYRK1A inhibitors that are being studied. This evidence concerns the gene DYRK1A and diabetes mellitus.