불=[noun]fire(火) 붙다 has some means. In 불에 붙다, 붙다 means 'catch fire'.
And there are some sentence meaning catch fire in Korean.
ex) 불이 나다. : This sentence is using at big fire which is can burn down such as building.
불이 붙다. : Something has catch on fire.