“Earth Scientist” is a made-up word.
Maybe you'd prefer geologist, i.e., the Greek combining forms "geo" for Earth and "ology" meaning "a science or other branch of knowledge." So we'd call geologists " Earth scientists" or "scientists who study the Earth."