Naturalists were educated amateurs; scientists are trained professionals. The change happened slowly, during the 19th century. The very word "scientist" was invented in 1837 by William Whewell. Before then, the term was "natural philosopher" (for the physical sciences) or "natural historian" (for the biological sciences and geology). "Naturalist" is short for "natural historian".