It could be as simple as that they developed a mythical "over there"
For example: Maybe they thought that they were going to Atlantis...
Hopefully in a few 10s of years we will have telescope(s) that will enable us to actually see over the horizon and spot the place we want to travel to well in advance of actually leaving for "there".
