Before proceeding:
Install a proper mergetool. On Linux, I strongly suggest you to use meld:
sudo apt-get install meld
Configure your mergetool:
git config --global merge.tool meld
Then, iterate in the following way:
git cherry-pick ....
git mergetool
git cherry-pick --continue