Grimes Mill is a Second Empire style Victorian roller mill, built in 1896, contains five floors of early mill machinery.
The building hosts several events throughout the year, and is available for tours.
Firefighters have not said if anyone was hurt, or how the fire might have started.
This is a developing story.
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