Your argument may hold for "real world" information and even then there's probably ways to even the playing field; but I'm not so sure for market information (e.g. momentum trades). Most short term trading is of the latter category except certain dates. After all information asymmetry is something that markets tend to want to reduce.
You just need to make it long enough so that microsecond latency would be diluted by the time it takes to execute the order.
Something important happens. Whoever reacts the fastest has an edge. I don't really know whether we're measuring "reacts the fastest" in terms of microseconds yet these days, but fastest is fastest no matter how much you win by.