A new and distinct cultivar of Chrysanthemum plant named ‘Caprice Pink’, characterized by its compact, upright, outwardly spreading and rounded plant habit; freely branching habit; dense and full plant habit; uniform, freely and early flowering habit; and large semi-double-type inflorescences with light pink to white-colored ray florets.