I solved this problem. The problem was that IDE add strange package location and jar can't find it, so when you add such libraries, be careful to rename package with proper path, see example at image below:
I put android.support.v7.appcompat by hand in a "Package name" field. It's a little bit obscure because you don't pay attention to this field when adding library.