Nevertheless = Nontheless = However
Ex: Tom tried sending Mary flowers and gifts. Nevertheless, Mary didn't agree to marry him.
Despite of is the same meaning as Nevertheless, but the usage is different.
Ex: Despite of the hard rain, I still go to school.
After Despite of is a noun phrase or V-ing form, while after nevertheless is a comma and a clause.
Student or Learner