We opt for a data-driven approach by developing a new corpus with fine-grained entity annotation, covering three centuries of literature corresponding to the early modern period, We then fine-tune existing state-of-the-art architectures obtaining results that are on par with those of the current state-of-the-art NER systems for Contemporary English.