To build a debian package, run ./buildpackage instead of dpkg-buildpackage. This will extract the upstream tarball into a temporary build directory, copy the debian/ directory into it, chdir into it, and run dpkg-buildpackage there.

To clean, run ./buildpackage clean or, alternatively git clean -xf.