Police spokesman Lars Bystrom said: “A small amount of drugs and a stun gun were found when officers raided the empty bus parked under the Globen concert venue in Stockholm.”
Lars Bystrom declined to identify the drug, saying it had been “sent to a laboratory for an analysis”.
No-one has been arrested.
Police acted after smelling marijuana coming from inside the bus when it was parked outside the hotel where the singer was staying.
The drug squad was alerted and searched the bus after it carried a group of people to the concert venue.
Police say there are no suspects, and won’t be taking the matter any further.
Justin Bieber, 19, is in Sweden on the European leg of his Believe world tour.
When he was in London in March, Justin Bieber caused controversy when he was late on stage for a concert at the O2 Arena.
A few days later Justin Bieber made headlines again when he confronted photographers outside his central London hotel.
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