Svetlana Gomboeva, 23, collapsed while checking her scores. She regained consciousness and left on a stretcher.
Earlier this week experts said Tokyo's heat and humidity could pose a significant threat to competitors.
Monday's rowing races have switched to Sunday to avoid "unrowable" conditions.
The Japanese Environment Agency has issued heatstroke alerts, warning the public not to exercise outside.
