This question checks the correct term for a specific field of study. Many branch names in science end with the suffix -logy, which comes from the Greek word for study of.
The correct option is Paleontology. It comes from the Greek roots palaios, meaning ancient, on, meaning being, and logos, meaning study, literally meaning the study of ancient life.
Let's summarize:
So the study of fossils is called Paleontology.