Interestingly, I have read that in the 1920s and 30s, there was actually an organized relativity denialist movement, that wrote articles and held public protests.
Tesla was famously against relativity, telling the New York Times, "Einstein’s relativity work is a magnificent mathematical garb which fascinates, dazzles and makes people blind to the underlying errors. The theory is like a beggar clothed in purple whom ignorant people take for a king".
Chances are, most of the people marching against relativity had no clue about Newtonian mechanics, and were told stuff such as relativity leading to moral relativism.
Which actual scientists describe themselves that way? We're physicists, geologists, botanists, psychologists or whatever. When someone says they're a scientist, it suggests that they're not part of any actual scientific discipline, but making a false appeal to authority.
This is just incorrect. Meteorologists don't study Earth's climate, they study weather. Meteorologists don't use ice cores or tree rings for their research, they study much shorter-term fluid dynamics. Climate scientists do study climate, and not weather. The disciplines are related (specifically, they're under atmospheric sciences), but to dismiss either one as being less scientific is picking favorites despite all evidence to the contrary. I suppose you could use the synonym "climatology" if you want a word without "science" in it, but it seems like a pretty silly heuristic regardless.