Aquiler Capital Partners is seeking permission from Glasgow City Council to use the centre at 329 Sauchiehall Street as two flatted dwellings.
The first floor of the building currently has three prayer rooms, a library and a couple of offices.
The conversion would see the creation of two five-bedroom apartments.