How do I catch a PHP fatal (`E_ERROR`) 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.