Fire crews from nine towns responded to a blaze at a vacant paper mill in Colchester late Saturday night.
Police said a caller reported flames coming from the structure on Westchester Road shortly after 11:30 p.m.
According to police, no one was hurt, but the building sustained extensive damage.
Fire officials said dry conditions made battling the blaze difficult.
The State Fire Marshal's Office is investigating the cause of the fire.