I find it incredibly creepy since it sort of treats science as a religion, and usually people who say it seem to know basically nothing about actual science.
If I think back before about 10 years ago I don’t think I had ever heard it before. In the past, non-technically minded people didn’t really cite “science” as a concrete reason to do anything, and the people who did generally at least kind of knew what they were talking about.