I am Unable to perform Temperature Conversion in C#

As far as I can see, your code can only throw an exception if the user enters an invalid temperature - something which isn't a number.

The easiest way to prevent that is to use double.TryParse rather than double.Parse. This returns false if the string entered can't be parsed to a double and sets the variable passed to it as an output parameter to 0.