Turkish delights, as I know them, are basically little sugar bombs, so they shouldn’t need any other preservatives to have a very long shelf life.

I’ve never had any awful tasting ones, so I can only guess how they might be screwed up. My guess would be that some overly greedy multinational(s) is (are) using corn syrup instead of sucrose.