Despite initial reports of an explosion, emergency services have since confirmed the building collapsed.
Just before 9pm Nathan Travis from Oxfordshire Fire and Rescue confirmed explosives were in the building but they had all been recovered.
He said it was being prepped for demolition, in a "pre-demolition" phase.
A 100 metre cordon has been put in place and the search is likely to go on throughout the night and possibly into coming days.