Social Security Benefits Tax Fairness Act of 2005 - Amends the Internal Revenue Code to increase the base and adjusted base amounts used to determine the amount of Social Security benefits excluded from gross income. Provides for an inflation adjustment to the base and adjusted base amounts beginning in 2006.