If you search the left side crypts, there's a vase in one of the inner crypt that contains a single oil. Now, you can buy oil in the Capital, just search every merchant. once you have the 2 pcs of oil, put it in the crypt which has the last sword and click the lamps again,you need to light them up, afterwards you can enter the gate and fight the wraith