You agree to sell me some Bitcoin. I send you USD on PayPal and you send me Bitcoin. I later dispute the charge on PayPal. Your Bitcoin payment can't be similarly disputed. Now I have both my original USD and your Bitcoin. This happened all the time in the early days of Bitcoin.

The Bitcoin network worked as expected, but by most normal definitions of fraud, I've defrauded you.