Answer:
It's not the "fever" part that gives Scarlet Fever it's name it's the rash and the red (scarlet) face that comes with it. Obviously you can have a fever with Scarlet fever...but not always.
improved answer: Yes, you always get a fever with scarlet fever.
scarlet is the colour of the rash and fever is what comes with it.