These are cleft sentences.
Both the sentence are grammatical. You can use the relative pronoun that or who in the sentence. The use of the who is more common. Besides, you can drop the that/who in the sentence:
It's Mr Harding my secretary sent the bill to yesterday.
Reference McMillan Dictionary: It's your brother I want to talk to.