The art deco building, on Kirkgate, was once considered a local landmark, but has now stood empty for more than 20 years.
A number of plans for the future of the building have been considered in recent years, but all have been unsuccessful, and the building has continued to stand empty.
Now, Wakefield Council has now confirmed that it has purchased the building for an undisclosed amount.