Not true. Since using more electricity costs more money, bitcoin miners have an incentive to use less electricity. Their incentives are to maximize hashes/s/watt.
(kicking CPUs and GPUs out of the contest probably did a lot to lower power consumption, but I wonder if the growth of the network has overshadowed that)
Well that's one way of writing /joule, I suppose.