As a non-native speaker, I am a bit baffled by this. What explains this evolution ?
It's just people trying to sound smart.
If you want your English to be good, try to spend more time with books, and less time with anything written after about 1960. This (excellent, and free) advice applies to native speakers as well as those enjoying English as a second (or third, etc.) language.
Technically, "use" means to use something for its given purpose, and "utilize" is a specific kind of using. It means "making the most effective use of something, often in a manner not initially intended."