It's just by convention. A "ponzi scheme" is a scam.
scheme - a plan, good or bad
scam - a plan to trick people.
by convention, we always say "ponzi scheme". that's just the term. but gramatically speaking, "ponzi scam" does make sense. it would just sound strange, because we do not say it this way.