The Borrowers (book series)
The Borrowers is a children’s fantasy book series by English author Mary Norton, published between 1952 and 1982. It features a family of tiny people who live secretly in the walls and floors of an English house and "borrow" from the big people in order to survive.
Source: Wikipedia — The Borrowers (book series) (CC BY-SA 4.0)