A Celosia plant named ‘Spitenz Lipstick’ characterized by its many bright red-purple colored spikes, prolific branching, foliage from the bottom to the top of the plant, a compact and symmetrical plant habit, and a response time of approximately 7.5 weeks is disclosed.