Is there any way to buy stock in a company that has not went public yet?

Yes, you can invest in a private company before it goes public, usually through private equity or venture capital firms that specialize in funding startups. Additionally, if you have a personal connection, you might be able to invest directly as an angel investor. However, these opportunities typically require significant capital and may involve higher risks, as private companies are less regulated and less transparent than public ones.