My father was nowhere to be found, neither in the room nor in the garden.

Literal

Father [topic-は] room [in-にも] garden [in-にも] was-not-found.

~にも~にも (neither in X nor in Y) doubles the particle も for exhaustive negation of locations. 見当たる means 'to be found/spotted.'