The only thing that is permanent in life is change.
The defining relative clause "That is permanent in life" in the sentence has a subject-pattern adjective clause "that is permanent". According to grammar, such a clause can be reduced to an adjective phrase by removing the relative pronoun + be i.e. permanent. So it's correct to say:
The only thing permanent in life is change.