Fairness for Responsible Borrowers Act This bill generally prohibits the Departments of Education, Justice, or the Treasury from taking any action to cancel or forgive the outstanding balances, or portion of balances, of covered loans. Covered loans refer to Federal Family Education Loans, Federal Direct Loans, Federal Perkins Loans, and loans under the Health Education Assistance Loan Program. The prohibition does not apply to targeted federal student loan forgiveness, cancellation, or repayment programs carried out under the Higher Education Act of 1965.