I've never thought of it as a fun term before.
We use "park" as "I will park the car" not park as in "amusement park"
yeah but syntactically "car park" gets used like a noun phrase, not verb phrase, which was (to your point really) what had me think "huh?" momentarily.
Why isn’t the “pantry” called the “food store”?