Medicare Prescription Drug Late Enrollment Penalty Repeal Act of 2005 - Amends part D (Voluntary Prescription Drug Benefit Program) of title XVIII (Medicare) of the Social Security Act to repeal the Medicare prescription drug benefit late enrollment penalty and to extend the initial enrollment period for 2006 through July 15, 2006.