According to the rules on Elimination:
Rules Reference wrote:
The cards he or she controls in play and all of the cards in his or her out-of-play areas (such as hand, deck, discard pile) are removed from the game.
According to this, Lita should be removed from the game. There would be specific instructions if you were supposed to put her back in the parlour.