The arrest were made during the ongoing long-range anti-naxal operation in the district, Superintendent of Police Upendra Kumar said.
The arrested Maoists were identified as Thumba Paharia, a hard-core naxal, his accomplices John Purty and Bhudu Munda, he said.
Police has recovered three country-made pistols, two magazines, wire and explosives, he added.