Transfer the adapters over from your stock bulbs or go to your Toyota parts department (Toyota Dealer) and ask for a set of "Low Beam Bulb Adapters" for your Celica.
Part number 90075-65015. They should be about $5 - $10 each.
number 6 in the following diagram -