Its a great book for everyone at that level. But good luck even reading the first few pages if you don't know the basics yet.
Art of Electronics is closer to the "last book you read" on electronics, rather than the first book. Its completely the opposite from what the original poster is asking here.
Which concern the definition of Voltage, Current, Resistance and Ohm's Law as well as thorough descriptions of fundamental electronic components.
I've heard a lot about the dubious quality of STEM education in the US highschool system, but this is all pretty fundamental physics knowledge taught as early as in primary school in many countries around the world and I'd suppose the same is true there as well.
OK so re-reading OP's title it wasn't clear to me if they requested something explaining basic electricity concepts or basic electronics engineering.
For the former AoE may indeed be a bit unsuitable, however under no circumstances is it as beginner - hostile to EE students/enthusiasts as you made it out to be.
I disagree. Page 1 section 1.2: Voltage, current, and resistance. Section 1.2.2: Relationship between voltage and current: resistors. Section 1.2.2 B: Resistors in series and parallel. Section 1.2.3: Voltage dividers. Section 1.2.4: Voltage sources and current sources.
If those aren't the absolute basics, I don't know what is. Yes, it's not "Soldering for Dummies", but that's not what OP was asking for.
https://learningtheartofelectronics.com/
Note that the last third is about building a small computer from scratch, but the presentation is a bit obsolete.