Eclipse failed to execute MI command -target-select remote
Switched to Debug view (upper right button), then in the top menu bar towards the left I clicked the red box Terminate button. Then I was able to launch debug again.
This happens if the gdb client ( inside eclipse ) is not compiled for the same architecture as the gdb server. Setting the correct gdb in eclipse debugging solved this issue.