Fatal Python error: Python memory allocator called without holding the GIL

When running unittests with Python (debug build) the following error is thrown:

Fatal Python error: Python memory allocator called without holding the GIL

This happens, since Connector/C uses callbacks to retrieve data from the python application after PY_BEGIN_ALLOW_THREADS() was called.