The Mysterious Stranger
The police were able to find out that the stranger had been using the hidden entrance behind the stove to enter and exit the basement.
Public Domain
They somehow had a key to their back door and had been coming in and out of their own free will. They had no idea who the person was, but they knew that they had to find them before they caused any harm.