Unless your name is Kevin Mitnick. Then you set up a business and play middlemen in selling them to anybody who wants to pony up for it.
"When we have a client that wants a zero-day vulnerability for whatever reason, we don’t ask, and in fact they wouldn’t tell us,” Mitnick tells WIRED in an interview. “Researchers find them, they sell them to us for X, we sell them to clients for Y and make the margin in between.”
http://www.wired.com/2014/09/kevin-mitnick-selling-zero-day-...