The reason why some people's least favorite subject is science is because of abstract concepts and reliance on math, leading to discouragement. Ineffective teaching and lack of engagement can also make the subject feel irrelevant and boring. Prior negative experiences or perceived difficulty further contribute to negative feelings towards science.