Nothing close to 120 gigawatt/sec (going by one estimate)
Incidentally, that 2nd article mentions that this is equivalent to the power used by inactive-but-on electronic devices in US households alone.
I guess PC gaming was at 75TWh 5 years ago [2], so I'm not going to worry too much yet.
[0] http://climatestate.com/2018/01/15/energy-consumption-bitcoi...
[1] https://www.bbc.com/news/technology-56012952
[2] https://www.forbes.com/sites/michaelkanellos/2015/09/07/the-...
Since energy consumption has historically always increased and since it drives all of human progress and innovation I'm not convinced that the demand side is where we should focus on solving our problems.