What dangerous chemicals do batteries have in them?

Yes, they do. All batteries contain an electrolyte, which is usually either a relatively strong acid or a relatively strong base. Most modern cell phone batteries in addition contain Lithium. Lithium metal is flammable, catching fire when exposed to water.