A prostitute does what she does for profit. He isn't paying. Also, he forced her, the article says, which is rape. Doesn't matter if she is a prostitute or not.
It doesn't seem like rape to me. Rape implies something precious was taken. This is like stealing a loaf of bread that was already for sale.