If you had no income taxes withheld from having no income, you could not get a refund of income taxes that you never paid.
You cannot get an Earned Income Tax Credit if you have no earned income or self employment income.
If you have unemployment income, that has to be reported on a federal tax return, but that income does not make you eligible for the EITC.
