Whether you quit without having another position is an individual decision, and the choice has to be the right one for you, based upon your circumstances.
7 Strategic Mistakes People Make In Their Job Search
Make sure you have a job search strategy first before you worry about the right tactics. Otherwise, you might never be able to reach your goal.