There are actually quite a few daylily growers in Florida. I suspect your problem is the variety. Just like there are some that I can't grow up here - no matter if they are evergreen, semi evergreen or dormant.
I suspect some of the posters that live in Florida will chime in soon - they can help you better ~Jan