Of course it is. There are already games for Linux.
As far as any game maker program available for Linux (that may be what you're looking for) I know of none (but it doesn't mean it doesn't exist). But you could learn a programming language and write your own games. And if you need to get some 3D stuff done for the game, Blender is available.