As you say, most lethal events are caused by substances other than the "interesting" alkaloids - things that can be washed away by suitable nonpolar solvents. However, the alkaloids themselves can be fatal too if dosed stupidly high: they have serious vasoconstrictive/abortifaciens effects and were the cause of several deaths in the past (when eating too much claviceps infested rye).