In general: Let P be a statement. Lets assume that the Turing Machine T solves the halting problem - let's call this assumption H.
Now we assume P is false. Now we have a contradiction - H says that T solves the halting problem, but we know that there is not Turing machine that can solve the halting problem! Thus P must be true!
Notice that P is arbitrary.
Plainly speaking: If you assume that the halting problem can be solved, I can formally prove you that addition does not exist (i.e. there is no operation +, such that it forms a group on Z)
> By the logic (as written) of the article the implication is that '+' does not exist.
This is actually true. With that strong assumption, + does not exist.