Answer:
The thieves have been arrested by the police.
The above sentence is already in passive voice. The active form of this sentence would be:
The police has arrested the thieves. (Active voice)
[Here ‘the police’ is considered as a whole department, therefore ‘has’ is used.]
Otherwise….
The police have arrested the thieves.