Each is correct, even number three, given the proper context. Numbers one and two are basically the same, so if someone wants to use passive voice, number one is better than number two, because it is simpler.

nothing was taken vs there was nothing taken vs there was nothing being taken The first two are finished actions in the past. The last sentence the action began in the past, but is not finished. The action is still happening.

The first two are correct.