Correct option is B
The Asian Games, Commonwealth Games, and Olympic Games are all multi-sport events involving athletes competing in various disciplines.
The ICC World Cup is different because it is specific to only one sport (Cricket).
Thus, the odd one out is (b) ICC World Cup.