Why should I use Java final parameters?

I use Java final parameters the same way as you. To me it looks superfluous on local variables and method parameters, and it doesn't convey useful extra information.

One important thing is that I strive to keep my methods short and clean, each doing a single task. Thus my local variables and parameters have a very limited scope, and are used only for a single purpose. This minimizes the chances of reassigning them inadvertently.

Moreover, as you surely know, final doesn't guarantee that you can't change the value/state of a (nonprimitive) variable. Only that you can't reassign the reference to that object once initialized. In other words, it works seamlessly only with variables of primitive or immutable types. Consider

final String s = "forever";
final int i = 1;
final Map m = new HashMap();
s = "never"; // compilation error!
i++; // compilation error!
m.put(s, i); // fine

This means that in many cases it still doesn't make it easier to understand what happens inside the code, and misunderstanding this may in fact cause subtle bugs which are hard to detect.