No. And yes.
The very muscle tissue does not transmute into fat cells. But, if you keep feeding the same and don't exercise the muscle, the body will break down the muscle, and will store the excess calories that used to go to maintaining/building that muscle, as fat. Plus generally, the muscle will acquire a coating of fat, and thus look flabby and fat.