It's obvious to you because of people like Church and Turing. Until their work on the Entscheidungsproblem was published, it was not only common, but mainstream to believe that nothing was inherently incomputable. They not only demonstrated that there were things that weren't, they did so by proving that the set of everything computable was the same set of things their approaches could compute and that certain problems were outside that set.