It seems to be a popular fan theory that Newt Scamander might have Asperger's/Autism.
It's no secret that male and female autistics get diagnosed at vastly different rates. Why is this? Long story short, men and women with Autism present differently.
Explaining, as best I can, some common terms that might be confusing to a newbie... (reminder: I'm still a newbie myself!)