Choosing between an older, prominent supervisor and a younger, junior supervisor for PhD

I'm searching for a PhD position in theoretical physics. My question is:

Should I do my PhD with a prominent professor who is 60 years old and does not care too much about their students or with a junior professor who is not famous and does not have published too much papers, but cares too much about his students and is very supporting and nice professor?