Borrowers, Paperback/Mary Norton

Arrietty's father, Pod, was an expert Borrower. He could scale curtains using a hatpin, and bring back a doll's teacup without breaking it. Girls weren't supposed to go borrowing but as Arrietty was an only child her father broke the rule, and then something happened which changed their lives.