I think it could be because Harshad may have suggested a treatment for Gatu's condition as he is a doctor, and Ba may have really hated his suggestion and out of anger he might have got kicked out
Again, this could be completely wrong...but why would a forgiving person like Ba kick his son out and not ask for him to return??