Lantern Oil
Lantern Oil is used to fuel the Lantern in Twilight Princess; yellow Chu jelly also has the same effect. Both Lantern Oil and yellow Chu jelly can be stored in a empty bottle if you have one available.
Lantern Oil can be purchased at several shops, as well as being found in a few dungeons like the Arbiter's Grounds.