Whilst the bare facts mentioned would suggest smoking to be the most hazardous (not to mention making one stink - a side effect that most smokers are completely unaware of) I had to vote for alcohol, not only for the directly related deaths . . .
[Link: statistics.gov.uk] . . . but also those indirectly related due to antisocial over indulgence.