There is, actually.
The rich can be led to believe that reducing consumption is an elite status symbol, and an opportunity for posturing among their rich friends.
Though rich people will always consume more energy than poor people, there have been promising shifts, such as the rich competing to own the latest efficient electric car instead of competing to own the most fuel inefficient sports car.