Passport for cruise?

I am going on a cruise on early December this year. However, I just got natrualized for citizhenship, and have not get a chance to apply for US passport yet. So can I go cruise with only a US citizhenship certificate? I am not sure I will get passport in time even if I apply now.

Thanks!!!