They aren't getting them because they are rich. They are getting them because they are celebrities. As it is, most celebrities happen to have money.
What would the advertisement value of giving you a watch now? ZERO.
Actually word of mouth is advertising enough. Apple can't even handle all of the orders. I could see if no one knew about it. Apple doesn't need to give celebrity's watches to get the public to buy them.