A new and distinct cultivar of Chrysanthemum plant named `Mona Lisa Splendid`, characterized by its decorative anemone-type inflorsecences with elliptic-shaped, light purple-colored ray florets and green-colored enlarged disc florets; strong and upright flowering stems; freely flowering habit; early and uniform flowering response; and good postproduction longevity.