I am using QuaZip library, which has zlib dependency. I want to compile my CMake managed application under Archlinux and Windows 7, in both I have Qt 5.3.0 installed.
Qt's zlib is an internal implementation detail. You're not supposed to use it. You need to link your own copy of zlib, just as you would need to if you weren't using Qt at all.