Yup, common occurrence also here in Tokyo. If you are not Japanese you can expect quite a few rejections, as well as having to pay extra "guarantor" fees, and in general higher than average rent.
And, mind you, I'm probably among the lucky ones... if you're from other Asian countries you can probably expect even worse.