It was never elaborated in the anime, but according to the manga (sometime back during the chuunin exam), stamina gets converted to chakra when you exhaust your chakra. Characters like Rock Lee just use the stamina directly, without converting it.

But, if you max out your stamina by converting it to chakra and exhausting the chakra...you can die.