They stopped the vehicle belonging to the company on the evening of April 21 at Ameerpet Junction, saying it was a part of the checking ahead of the elections.
The trio confiscated the money which the employees were carrying and fled, said a senior police officer.
Police later took into custody two suspects, and role of the vehicle's driver was also being probed.
Punjagutta police were conducting further investigating.