In most cases, self employed workers and/or freelance workers who lose their income are not eligible for unemployment benefits.
That's because employers contribute to a fund for unemployment benefits and if you are operating as self employed, you may have not made contributions towards it.
Visit the labor department in your state to gather further info on other benefits available to self employed.