Lithium batteries can burst into flames easily when the lithium comes in contact with water.
A bit of chemistry involved, group 1 reactive metal reacting with water to form lithium hydroxide and hydrogen gas, pretty exothermic in nature.
YouTube has plenty of videos showing dudes throwing large pieces of these reactive metals into water bodies just to see them explode.