The mishap took place near Ukuchabedha village on Naranpur-Duburi road under Pandapada police station limits, the sources said.
Two of the victims were identified as Prakash Das and Gadadhar Rout, both actors in a jatra troupe, they said.
Efforts were on to ascertain the identity of the third vicitm, they said.