Crews were called to the Blue Lagoon on Gordon Street at about 13:10.
The takeaway shop is located next to the main entrance to Central Station.
A spokeswoman for Strathclyde Fire and Rescue said they were responding to reports of smoke. A cordon was put in place around the chip shop and the front of the station.
Firefighters have tackled a blaze at the chip shop in Glasgow city centre.