Removing Reward for Section 8 Fraud Act of 2011 - Amends the United States Housing Act of 1937 to apply to a family residing in a dwelling unit covered by a contract for project-based rental (voucher) assistance under section 8 certain requirements for treatment of families whose welfare or public assistance benefits are reduced under a federal, state, or local law because of: (1) the failure of a family member to comply with requirements to participate in an economic self-sufficiency program or engage in work activities, or (2) an act of fraud by a family member.