Well, there are definitely distinctions to be made, as in electrical and electronics work — I'm drawing crude lines here —
An Electrician may be a master of his craft, but yet not an Electrical Engineer, who may be a masterful engineer but yet not possessing as deep an understanding as a Physicist, and so on.
That said, the scale tips both ways. A physicist may know why and how an electron behaves a certain way within a material making up a resistor, but not have the practical know-how to use that in an effective way as an engineer might. An engineer might be able to hack together a prototype, but lack the refined master skill and discipline of an electrician to employ the designs and put it into a real world context on a regular basis. It goes without saying that you'll much more rarely see a physicist out in the field laying cable for power distribution in a new train station, etc. There's an old aphorism that leans into this a bit: "the wise things confound the simple, and the simple things confound the wise". I'm abusing that a bit, but still kind of works.
I'm making a gross guess here, but maybe it's that science and engineering, in modern times, hold more of a lofty position and boast greater intellectual capacity traditionally, that so many would not want to be 'reduced' to a craftsman. We might do better to consider them just different aspects of the same whole.
