How do you know? I was offered fried scorpions and grass hoopers once, but I was too chicken to try. My friends thought they taste normal, it sounds plausible at least.
Honestly, eating scorpions isn't even as weird as half the things you can buy from a good butcher. Give me a choice between scorpion and rocky mountain oysters, and I'll take the scorpion.