The poem describes a baseball game where the team's star player, Casey, comes up to bat with the score tied in the bottom of the ninth inning. The crowd watches with bated breath for Casey, who is renowned for his hitting abilities. However, Casey strikes out swinging on three pitches, dashing the hopes of the fans and leaving the team despondent in their defeat.