Statutory rape in California is sexual intercourse with anyone under 18. It’s a misdemeanor if the age difference is less than 3 years, but a felony if the adult is 21. So yes, a lot of these marriages would, in fact, constitute statutory rape.
That being said, the law makes an exception for married couples.