The staircase of the Abandoned Lodge is located in the Top Floor, and leads to the bottom level of the abandoned house, where Baldor The Blacksmith is trapped.
The stairs can be hard to see. It's located in the corner, near the fireplace. See screenshot below for help in finding Baldor in the Abandoned Lodge: