I first read it when I initially got into Bitcoin. I got the gist of it, but couldn't parse the finer details. Books like Inventing Bitcoin were much easier to digest for a complete beginner.
When I became more familiar with Bitcoin I tried reading the whitepaper again, and this time it made much more sense.
It's a remarkable document. Satoshi really was a genius, whoever they are.