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Researchers have found highly identified sport fans exhibit almost unwavering loyalty. Such loyalty has been exhibited by fans basking in reflected glory (BIRGing) following team wins, but not cutting off reflected failure (CORFing) following team losses. In short, they stick with the team through thick and thin, and thus would not be construed as fair-weather fans (those who associate with the team when they are winning, but disassociate when they are losing). Despite their presence, little is known about fair-weather fans, including the roots of their fandom. In the current study, we explore the role of collective narcissism—a type of in-group identification characterized by an insecure self-esteem—in predicting BIRGing and CORFing patterns. We find collective narcissism to be a predictor of BIRGing and CORFing patterns characteristic of fair-weather fandom. This extends research on collective narcissism, BIRGing, and CORFing, while also providing actionable insight for practitioners seeking to combat fair-weather fandom.