A beautiful explanation from Rabbi Rami Shapiro:
Where do waves go when they "die"? They don't go anywhere; they simply become what they always were -- the ocean. All beings are waves of the singular ocean of reality. When we die, the form we identified as "me" ends, but the ocean that was and is our true self is no less. When one dies, there is no where to "go" -- we never leave.