Rural Housing and Economic Development Improvement Act of 2006 - Authorizes the Secretary of Housing and Urban Development, through the Office of Rural Housing and Economic Development, to implement an assistance program to support innovative housing and economic development activities in rural areas by: (1) Indian tribes; (2) state housing finance agencies; (3) state community or economic development agencies; (4) local nonprofit organizations; and (5) community development corporations.