The incident occurred around 8.20 PM at C-29, Peeragarhi, Udyog Nagar, an official of the fire department said.
Around 10 to 11 fire tenders have been sent to the spot and are working to control the blaze, the official said.
The official said that as of now no details are available regarding the type of factory, cause of fire or whether there are any casualties.