Gulf Coast Disadvantaged Business Relief Act of 2011 - Permits any small business located in a Louisiana parish or Mississippi or Alabama county that was designated by the Administrator of the Small Business Administration (SBA) as a disaster area by reason of Hurricane Katrina or Rita while it was participating in a SBA small business and capital ownership development program to continue participation and eligibility in such program for an additional 24 months.