The answer is no. You do not need to reverse Input Tax Credit that is already availed in regards to inward supplies received under the mechanism of reverse charge. As per Section 16 of the CGST Act, such supplies that fall under RCM are excluded from the implementation of the ITC reversal provision for non-payment of consideration within 180 days from the date of invoice issued.