Saurav Das and Ashutosh Ranka detained after climbing into Jantar Mantar with party workers.
Move came one day after Delhi Police scrapped the site as a designated protest venue.
Police named Ramlila Ground, Burari Ground and CBD Ground as new demonstration spots.