We report a patient with COVID-19 infection presenting with acute pancreatitis. The diagnosis of pancreatitis was based on laboratory as well as radiological evidence, and all the usual etiologies were ruled out. The temporal association with COVID-19 is strongly suggestive of novel coronavirus induced pancreatic injury.