It's been three years since my father passed away.

Literal

Father [subject-が] passed-away [since-てから] 3-years [into-に] becomes [polite-ます].

~てから + [time]になる is a set pattern for expressing elapsed time since an event: 'it has been X since Y.' Polite and natural.