How do you refer to someone in a formal essay?

I’m writing a formal essay on a book. The book is about a real person, but they are referred to by their first name throughout the entire book. When writing the essay, do I stay consistent with the book and refer to the person by their first name, or go the formal essay route and call them by their last name?