The second one was quit cool too but i was too kiddo to enjoy it. I remember some very cool cinematics and some moment who were very scary ! The enigma phase was also very hard, i need a solution many times to finish it.
The reason behind the 3being my favourite is pretty simple : Nemesis, this giant monster who follow you everywhere, god he was sooooo a fuck*** pain in the ass.