The new and distinct cultivar of perennial Carnation or Pinks, Dianthus plant named ‘Pomegranate Kiss’ with long-blooming, fragrant, highly-double flowers, petals with a deep magenta base and irregular rose pink splashing in the center or petal margins. Dianthus ‘Pomegranate Kiss’ is tolerant of high temperatures and resists high temperatures and center die-out.