Answer
False
Work Step by Step
Although 0 is not natural number, it still hold some value. So it cannot be deleted from any set. If it is deleted the cardinality of set will decrease. So the correct Statement will be, Although 0 is not natural number, it cannot be deleted from any set without changing the sets cardinality.