If you can find clients to hire you, anything is possible. I started freelancing during the Great Recession (because I couldn’t get a job) and was able to make it work.
Find at least one client before you quit, though. And make sure you have at least 6 months of savings so that even if that client fired you on day 1, you’d be okay.