Energy Efficient Buildings Act of 2006 - Directs the Secretary of Energy to establish a pilot program to award grants to businesses and organizations for new construction of energy efficient buildings, or major renovations of buildings that will result in energy efficient buildings, and to demonstrate innovative energy efficiency technologies, especially those sponsored by the Department of Energy.