The victims, hailing from Gujarat, had come to Ramdevra village in Pokaran and were returning when the incident occurred near Lawan village.
The deceased were identified as Hemraj and Gafur, aged around 30, police said.
The injured have been admitted to a government hospital in Jodhpur, they added.
