In order to avail ITC, the invoice shall reflect in GSTR 2A of recipient. Since the supplier has not filed returns the invoice will not be reflected. It is suggested not to take ITC and follow up with supplier for filling returns.
Thanks Bhavana K L Chartered Accountant Bhavana @ lbkca.in