The council says the move will improve its financial position and protect the town from over development.
The redevelopment will create up to 60 new homes, with strict limits to ensure sustainable reuse.
Income from the sale and an £8 million Sunbury site deal will clear almost all the building’s debt.
The Council says the move is a key step towards stabilising its finances while responding to residents’ concerns.
