Rural Education Equality and Improvement Act of 2006 - Directs the Secretary of Education to extend to all rural local educational agencies (LEAs) the same level of increased flexibility or facilitated compliance that the Secretary authorizes for any category of rural LEAs with respect to part A basic LEA programs of title I provisions for improving the academic achievement of the disadvantaged under the Elementary and Secondary Education Act of 1965.