Restoring Fairness to Medicaid Reimbursement Act of 2020 This bill eliminates, beginning in 2021, the increased Federal Medical Assistance Percentage (i.e., federal matching rate) that currently applies to coverage of the Medicaid expansion population (i.e., adults under the age of 65 who are newly eligible through Medicaid expansion under the Patient Protection and Affordable Care Act).