Shrivind Kumar (21) of Kishtwar and Bittu Singh (25) of Ramban were taking bath in the river near the work site at Sangam when they lost balance and drowned, a police spokesman said.
He said efforts are on to recover the bodies.
The duo were working as labourers with a private construction company engaged in the expansion of the Srinagar-Banihal Highway project, he added.