Will tropical fish die if you put them in cold water?

Yes they will die because tropical fish are kept in an aquarium with heat control for the temperature of the water, they will not survive in cold water.

Put a tropical fish in cold water it's metabolism will slow down to the point its body no longer works, it won't be able to digest food, will become very lethargic, and die.