On average it takes between 3 to 5 hours to complete. But some skilled puzzle-solvers have beaten the game in as little as 2 hours. It all depends on how quickly you solve the puzzles.
I recommend you play with someone by your side so you can figure out the puzzles together as they are quite difficult.