Can you become a millionaire with the stock market ?

Yes .. but can also lose your shirt. Those who make wise investments with a long-term asset allocation and risk management, and clear investment objectives can become rich in time.

Consider this

Those who go for easy money usually end up losing most or all of what you put inside. If you want to do well, however, start with some good basic books, like Investing for Dummies.