The immune system attacks everything that is weird, it does not check that it is currently not misbehaving.
Bacteria in your body doesn't need to be entirely stealthy or entirely invulnerable or entirely toxic to kill you. Just "enough". Jellified-blood with inflammation would still be fatal.