There are three different fanatic items in the game.
Fanatic's Tonic is probably the item you picked up. This reduces physical damage by 50%. You still take full damage from magic.
Fanatic's Drink reduces physical damage by 100% for yourself.
Fanatic's Powder reduces physical damage by 100% for all those nearby.