The correct pronunciation is tsah-see-key. That first syllable, "tsah" sounds a lot like the second syllable of "pizza". However, outside of the Mediterranean, you'll most likely hear people pronounce it tuh·zee·kee, which isn't really wrong, it's just a reflection of having a hard time pronouncing the "tsah" sound.