The Little White Bird is a series of short episodes, including both accounts of the narrator's day-to-day activities in contemporary London and fanciful tales set in Kensington Gardens and elsewhere.The story is set in several locations; the earlier chapters are set in the town of London, contemporaneous to the time of Barrie's writing, and involving some time travel of a few years, and other fantasy elements, while remaining within the London setting. The middle chapters that later became Peter Pan in Kensington Gardens are set in London's famous Kensington Gardens, introduced by the statement that "All perambulators lead to Kensington Gardens". The Kensington Gardens chapters include detailed descriptions of the features of the Gardens, along with fantasy names given to the locations by the story's characters, especially after "Lock-Out Time", described by Barrie as the time at the end of the day when the park gates are closed to the public, and the fairies and other magical inhabitants of the park can move about more freely than during the daylight, when they must hide from ordinary people. The third section of the book, following the Kensington Gardens chapters, are again set generally in London, though there are some short returns to the Gardens that are not part of the Peter Pan stories. In a two-page diversion in chapter 24, Barrie brings the story to Patagonia, and a journey by ship returning to England at the "white cliffs of Albion".

Question: Why did the ordinary people never saw the fairies and the magical creatures?
Answer: Because fairies and the magical creature did not come out when ordinary  people are there.
Alternative answer: They had from ordinary people during the day.