A method for production of a metal oxide and/or metal hydroxide coated metal material comprises immersing a metal material or electrolyzing a conductive material in an aqueous treatment solution at pH 2-7 containing metal ion and fluorine ion in a 4-fold or more molar ratio with respect to the metal ion, and/or containing a complex ion comprising at least a metal and fluorine in a 4-fold or more molar ratio with respect to the metal, to form on the surface of the metal material a metal oxide and/or metal hydroxide coating containing the metal ion and/or the metal, as well as a metal oxide and/or metal hydroxide coated metal material having a metal oxide and/or metal hydroxide coating produced by the method.