Eventually. But newer hardware will tend to be the most efficient component of the hashrate and push out older hardware by generating more hashes per unit of electricity (hence the CPU->GPU->ASIC progression).
Bitcoin network bandwidth remains the same, and energy usage has continued to increase in a race to the bottom in terms of work and waste for bitcoin mining - this is by design of how Satoshi's difficulty algorithm reduces efficiency with increase in hash rates.