A new and distinct cultivar of Nemesia plant named 'Sumnem 03', characterized by its upright to outwardly spreading and compact plant habit; freely branching habit; short internodes; dense and bushy growth habit; early flowering habit; and numerous light purple-colored flowers with violet-colored stripes.