But it does. We know that for the closest virus to it (SARS), the antibodies were present for around 3 years. We also know that there were vaccines for SARS, but they didn't reach the trial stage cause there were no incentives to do so. We saw the first vaccines being created within almost 2 months ago. We are already seeing good signs for at least one anti-viral (remdesivir) and good anecdotal evidence that hydroxychloroquine might work. There are also signs that the mortality rate might be well below what originally was thought (just check the numbers of the countries which have done massive testings like Iceland). There are also signs that many more people than we thought might be infected, which further lowers the mortality rate. And we have already seen countries who without a shelter at home have managed to contain the outbreak.You are right on the bold part. That is why WHO says it might not work. Not that would not work. Everything can happen, but corona virus history, doesn't show positive signs
Sure, we can speculate that it will evolve to both something more deadly and more contagious (Spanish flu), that not only an infection won't give any immunity but it might make things worse for the second infection (dengue fever), that no vaccine will be created (HIV), that no anti-viral will be effective (Ebola). But chances for either of these happening are quite low, very low in fact, and chances for all of them happening are negligible.