Please append to the logfile (2>>), don't overwrite it (2>):
/etc/init.d/earlyoom:
do_start()
...
start-stop-daemon --start --quiet --background --pidfile $PIDFILE --exec /bin/bash -- -c "exec $DAEMON $EARLYOOM_ARGS 2>> \"$LOGFILE\"" \
|| return 2