Chicago’s, in Throwley Way, closed down in 2013 and has been empty ever since.
The new venue, set to open in 2023, will offer performing arts classes, live performances and a food hall.
The council is looking for a leisure or culture organisation that can help bring the “carbon neutral venue” to life.
The transformation of Chicago’s is central to the authority receiving an £11 million government grant for projects across the borough.