Is not the suffix "heit" a form of the word "hot" or related to it? Or word a German, who did not know it was someone's last name, think it was derived from a word describing temperature? I could see the scientist having a different name than Fahrenheit but because of usage, the original name was corrupted to this?
Technology being named after a person is extremely common (probably the most common way units of measure in particular are coined) and also whimsical, at least temporarily -- there was a bio of Bell starring the American actor Don Ameche and for a while, people would say things like "the Ameche is ringing" even though the descriptive word "telephone" seems fine to me.
Is "heit" an ending found in other German names, making it less likely that people decided to change the original name (of the inventor and the measurement and then, retroactively of his ancestors)? If it is rare, then I think it could have been changed and 350 years ago is a long time -- even my own family we are unsure of original names before immigrating to USA just about a century ago. I can think of exactly no way to find out anything at all, including names, about any ancestor much further than 1850. The famous situation of some random bureaucrat at the immigration point choosing a name, not to mention that some were assigned names in the "Old Country" by another set of bureaucrats during the 1800s plus two world wars etc. sure have a way of obscuring one's past.