Is there such thing as a purple seahorse?

Yes, there are several species of seahorses that can be purple. For example, the pygmy seahorse (Hippocampus bargibanti), the red-grass seahorse (Hippocampus erectus), and the purple seahorse (Hippocampus kuda) all have purple color variations.