Corrosion is a chemical reaction that forms a corrosion product. In plain carbon steel that product is widely recognised as 'rust'.

Related: Nickel Alloys

In a far more corrosion-resistant stainless steel, nickel or copper alloy, the corrosion product is likely to be less widespread and less prominent. Stainless steels still contain iron, though, so you will still see some red rust.