1) This is a paper in mice. Mice are not humans.
2) Half of the experiments are in a mouse that is engineered to express the ACE2 receptor. Samples from this kind of mouse show clear signs of infection, as you would expect (ACE2 is the receptor to which SARS-CoV2 is known to bind, and is not known to be expressed on neurons).
3) Mice that are not engineered to express ACE2 show much lower signs of infection. In fact, I can't see a negative control in the figures, so I don't know if these are real at all (caveat: I haven't read this fully, so maybe there's some argument why they didn't need to do this. My specific critique is that the immuno-staining for samples from wild-type mice look like they could be spurious. Amplification of mRNA from tissue samples is also prone to false-positives.)
Also the title is blatantly editorialized, and should be changed to the title of the paper (which clearly mentions that this is not a human study):
SARS-CoV-2 Infects Peripheral and Central Neurons of Mice Before Viremia, Facilitated by Neuropilin-1