Pada Gumisingu was caught while he was returning to his village Gundriguda from a Maoist camp at Narayanpatna in adjoining Koraput district.
Three detonators attached with a tiffin box were recovered from him, police said.
Gumisingu was an associate of Maoist leader Nikhil and involved in ultra activities in the district for the past seven years.
