Will the IRS hold my refund check due to back taxes even with the COVID-19 People First Initiative ?

No, the IRS will not hold the stimulus payment for unpaid back taxes.

Back taxes owed still have to be paid and the IRS will use any 2019 tax refund for the back taxes owed.