I don't know if they still do or not, but the discount superstore Don Quixote (spelling??) in Kabukicho, Shinjuku, used to have a lot of kigurumi stuff.
There is also the alternative of renting or buying from theatrical costume companies like Tokyo Ishou in Yoyogi (closest stop Sangubashi on the Odakyu Line).