How do I catch a PHP Fatal Error

I can use set_error_handler() to catch most PHP errors, but it doesn't work for fatal (E_ERROR) errors, such as calling a function that doesn't exist. Is there another way to catch these errors?

I am trying to call mail() for all errors and am running PHP 5.2.3.