The Railway Children by E. Nesbit

When Father has to go away for a time, the three children and their mother leave their London house and go to live in a small house in the country. They seek solace in the nearby railway station, making friends with Perks the porter and with the station master himself. But the mystery remains: where is their father and is he ever going to return?