The islands are mostly igneous rock, basalt from the volcanoes IIRC. You only get karsts in limestone and other sedimentary rock. Basalt doesn't react with acids in the water, so you don't get the underground formations (caves, aquifers, sinkholes) you see in Florida.
If I remember Geol 101...