Both of them are correct. They mean different things though.
'Holding an interview' means that the person is organising the interview. They are probably the person that has invited the interviewee(s).
'Taking part in an interview' would suggest that the person is taking a more minor role in the interview. They could be assisting with the interview. You could even say that if you were the interviewee. You could also say that if you were in fact 'holding' the interview, but want to make your role sound less important.
Note: in your title, with 'which one' you need the plural 'sentences'.