"I spent the last few years building up an immunity."

You spent many years preparing for your quest, and you knew that having an immunity to poisons and venom could be incredibly useful. Either by building up an immunity by taking small doses of a poison, or some sort of surgery or magic, you are now immune to Poison damage and to being Poisoned.