"Pe piki" is "at the time when..."
"Piki lun" is a noun phrase, not an adverbial phrase. It could be the subject or object of a sentence, but to get the meaning desired for this sentence, it needs to be the object of a preposition.
This might make sense, but since it's talking specifically about time, pe piki would probably be used instead.