The Railway Children by E. Nesbit.

Bobbie, Peter, and Phyllis’s father is falsely accused of espionage and imprisoned. The family is then forced to move from their fancy London home to a small cottage near a railway. There, the children have many adventures, and befriend an “Old Gentleman” who eventually helps to prove their father’s innocence, leading to a happy family reunion.