Why? To understand and evaluate medical and scientific research, and apply statistical knowledge to clinical practice with clarity. To decrease reliance on math-free explanations, because science shouldn't be a belief. And to sort out when a cause-effect inference is warranted.
But mainly, out of curiosity.
"Si de algo soy rico es de perplejidades y no de certezas." Jorge Luis Borges