Sri Lankan police officers "assaulted" a group of Sri Lankan soldiers on Tuesday after the servicemen approached Sri Lanka's parliament building in Colombo in an aggressive manner as part of an unannounced visit, Sri Lanka's Daily Mirror reported on Wednesday.