In this case, the odd one out is Chess because:
- Cricket, Hockey, and Football are all physically played sports that involve a ball.
- Chess, on the other hand, is a board game and does not involve a ball.
Thus, Chess is the odd one out.
Therefore, the correct answer is \( \boxed{2} \).