The fastest and cheapest way to save the planet

Every expert (no - not you Dick Cheney) tells us that energy conservation is the fastest and cheapest way to reduce our consumption of fossil fuels. Yet energy efficiency research garners a tiny fraction of the budget for our energy policy. Nuclear energy, requiring massive investment, and posing many dangers receives over half the energy budget. Why is that?