Indeed, I have always thought that GDB is sth. that comes with Lazarus, maybe it is true for Windows.
sudo apt-get install gdb and now it works... almost, because it keeps stopping in a timer where there is no breakpoint.
EDIT: I deleted .lps, lib and backup and now it seems fine.