Other people do not want to smell it, so it is rude to fart on purpose, and embarrassing to fart on accident.
As for the humor, I am not sure, personally I never found it to be fundamentally funny. One common reaction to embarrasing stuff is to laugh about it. Farts are also often unexpected, and surprise is a major factor in comedy.
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