Mani,it looks a very serviceable machine,get her cleaned down and perhaps a fresh coat of paint and things will look a whole lot better. The old gear oil will indeed have absorbed moisture over the years.
Do you have much in the way of tooling or attachments for this lathe?.......OZ.