They should change every now and then... but not too much that way we can still know that it's the same character.
 
Good example, Superman with a smaller shield, or with black in it except yellow, is a good subtle change.
Spiderman, changing to a black alien costume - extreme. And should only be done if there's a good story for it, as far as I'm concerned.