No, I don’t think that it was really a ghost whom Vijay Singh befooled. The storyline speaks of this particular ghost as if it was just a regular person, while the activities and the characteristics of the ghosts are expected to be different.

It is very likely that it was just a robber posing as a ghost in order to loot those passing through the desert.