The good news is that yes, you can. The bad news is that you can only win a small amount of money in most cases. Most no deposit bonuses have a maximum win limit. You will only be allowed to withdraw that amount of money from your bonus. Also, some casinos may ask you to make a deposit after playing with your no deposit bonus and only allow you to make a withdrawal afterwards.