Add a custom build step before the make step.

• Name
  • cmake
• Command
  • /usr/bin/cmake
• Working directory
  • $BUILDDIR
• Commandline arguments
  • -DCMAKE_BUILD_TYPE=Debug .

Then hit F5 and breakpoints should work.