The interesting thing is that about 100 years ago some mathematicians believed something similar about math itself. They believed that since we have formal procedures to reason about math, eventually we'd be able to understand (i.e. prove) everything we want to know. That hope was finally crushed by the discovery of simple, finite, small mathematical objects, that while subject to mathematical reasoning, are able to forever elude complete understanding and proof. Those objects inhabit a very large, unbridgeable gap between our ability to reason and our ability to fully understand (and prove). Those objects, of course, are what today we call computer programs.
If there's anything that proves beyond any doubt that even systems that operate according to a small set of rules, and subject to mathematical reasoning and manipulation, are still able to defy complete understanding -- even in theory, let alone in practice -- it is computer science.
Yet, even though computer science is the very discipline that proved that complexity that can arise even in the smallest of systems is essential and cannot ever be tamed, it is computer scientists and software developers who often attempt to challenge the very foundation of their own discipline.