Yes this is indeed a tough question. How to narrow all my favourite games down to one, I guess it must be one per computer/console for me as well, so here goes:
Call of Duty (PC)
Tomb Raider (PS1)
Pinball Dreams (Amiga)
ThunderBlade (C64)
But ask me the same question in a year from now on, and the answer might be different.