This is highly debatable, of course, but Mandarake Complex might just be the most classic Akihabara destination for otaku (geeks): eight storeys are piled high with comic books, action figures, cosplay accessories and cel art just for starters.
Mandarake’s original branch is in Nakano. See the website for other branches.