Is been 25 years since I took Japanese in highschool but I'm relatively certain that our textbooks had ち romanized as tchi which from my recollection seems more accurate to its actual common pronunciation.
[1] https://en.wikipedia.org/wiki/Hepburn_romanization#Long_cons...
つ is often seen as tu or tsu.
I have been in Japan for over a decade.