If a particle goes from Earth to the moon faster than light in one inertial coordinate system, then there's another inertial coordinate system in which the event where the particle is on the moon has a smaller time coordinate than the event where the particle is on Earth. So if we use this coordinate system to describe the events, we would have to say that the particle went from the moon to Earth, not the other way round. If we also insist on thinking of the event where the particle is on Earth as the
cause of the event where the particle is on the moon, then it makes sense to say that the particle went back in time.
Of course, this is only a difference between how the same sequence of events is described in terms of two different coordinate systems. So it's not really time travel. However, if you have
two devices that can send particles faster than light, it seems that you can use them to "really" send messages back in time. (See the argument in
this post). Since this leads to nonsense results, the most natural conclusion is that there are no particles that move faster than light.
There are a few other possibilities, for example: 1. The time it takes to emit and/or detect an FTL particle grows at least linearly with the distance it travels. (This would prevent the recipient of the first message to send a reply that reaches the sender of the original message before he sent it). 2. The equations of motion of the matter in the universe doesn't have any solutions that describe someone who both
chooses to carry out an experiment like the one I described in the post I linked to, and
succeeds. (Yes, this one is even weirder than the first one).