use Esc+o instead of press
<CR> to force a back to normal mode, so that when you press next time, you will just undo the line you just opened.
That's really a practical advise! So I tried to map Shift+Enter to Esc+o in my
.vimrc file with
imap <C-return> <ESC>o, but it just not works. Any ideas?