It depends on the chemical's.
some metals react with some whereas others not.
Metals like aluminum, iron and Zinc do not react with cold or hot water. They reactwith steam to form metal oxide and hydrogen. - Metals such as lead, copper, silver, and gold do not react with water at all.
But metal like gold react cynide.