No, you would have had to be a employee, if your restraunt was a corporation and you paid yourself a salary, and if you paid in uneployment taxes on that, you could then.

But first to even draw unemployment, you had to pay the unempolyment tax from your income to the state. DId you not pay it on your other employees ? But no, self employed people can not get it.