Qmake does not support build directories below the source directory

I have created an application that compiles and runs like a charm on OS-X. I would now like to start getting it to work on Windows. To start, I copied the project to a windows machine and just tried to compile, but got this error:

:: warning: Qmake does not support build directories below the source directory.

Any ideas?