Fire crews were called to a factory in Ruscote Avenue in Banbury before midday and police have closed the nearby A423.
A 220yds (200m) cordon has been put up around the building amid fears the oxygen and acetylene cylinders inside could explode.
Nearby premises have been evacuated and motorists were told to avoid the area.
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