Suspension of Medicare Prescription Drug Late Enrollment Penalty Act of 2006 - Amends part D (Voluntary Prescription Drug Benefit Program) of title XVIII (Medicare) of the Social Security Act to suspend the Medicare prescription drug late enrollment penalty during calendar 2006.