Could you even drink the water or survive exposure to the average human? We may have an idea of what the bacteria was like then, but I doubt our immune systems could adapt to the slight variations that would be inevitable over the millennium.
The time traveler ends up killing lots of people and eventually is hunted down and killed as well.