It's been ten years since my father died.

Literal

Father [subject-が] died [and-て] ten-years [into-に] becomes.

~して[time]になる is an elapsed-time pattern: 'it has been [time] since [event].' 死んで is the direct word for dying — blunter than the respectful 亡くなって.