In Dutch we use more or less the same words, but for me the top word is "wetenschap" (which is probably similar in German). Literally translated it's "knowledgeship", which would be a better word for science.

You can believe things, and you can know things. Science is knowing things, and what better word to describe that than "knowledgeship"?