It depends on your risk tolerance. Like I would choose to stay as a cog in the wheel because I feed a family. If you're young you normally have more risk tolerance.
If you're like me, the safest bet is to start a business but not at the cost of losing your job. See if this new business is sustainable or something you want to do long-term, then if it pays better then quit.