p and q are not parameters, they're the secret key. A "parameter" in this sense is a constant that defines the behavior of the algorithm that all users of the algorithm must agree on, otherwise they can't communicate.
In every RSA primer and cryptography reference that I'm aware of, p and q are considered parameters. Their nature as secret keys is merely a qualifier ("secret parameters").
