Richard Side and Guy Wellman in Grammar and Vocabulary for CAE and CPE.
There is a task which requires you to use one of the relative pronouns:
who, whom, whose, that, which.
They marked 'that' as the only alternative to fill the gap in the sentence in question.
Inchoate