The existential fallacy occurs when an argument improperly infers the existence of something based solely on the premises without sufficient evidence. This logical misstep often arises in categorical syllogisms, where a conclusion asserts the existence of at least one member of a class when the premises do not provide this support. Understanding this fallacy is essential to recognizing how it undermines logical reasoning and affects the validity of arguments.