Given the enormity of the universe and the seeming[0] impossibility of FTL travel, plus the complete absence of astronomical observation of extraterrestrial civilization, and the incredibly tiny (on astronomical scales) window of time in which we have data, any other explanation for pretty much any phenomena we care to observe will be more likely than "aliens did it".
[0] extremely well supported