A new and distinct cultivar of Geranium plant named 'Solstice Purple', characterized by its upright, outwardly spreading and mounded growth habit; freely branching habit; dense and full plant habit; freely flowering habit; red purple and dark purple-colored flowers; and no requirement for vernalization.