No, 'science' means knowledge and understanding. It is not morally, or ethically, wrong. Falsehoods are often considered, as hypotheses, but that isn't 'wrong', either: a hypothesis isn't the same as an accepted (theory or measurement or principle) thing.
The ambiguity of language isn't a toy. If you mean one or more scientists is considering a wrong hypothesis, that's what you should say. Be prepared to be ignored, however, if you don't suggest a better hypothesis, or a feasible test case. 'Ignoramus et ignoramibus' isn't an acceptible principle, now that the dark ages are over.
As long as there isn't a bookburning or other destructive event, any field of knowledge and understanding (any science) gets better. What else could happen?
Interesting case: the Nobel in medicine, 2015, to Youyou Tu, came from her developments on a previous documented antimalarial, which knowledge came from herbal medicine records. Earliest records mention the antimalarial effect in 200 BC. That's some impressive archive depth!