[Still Not Solved!] Filebeat cannot recognize timezone in syslog

I tried to enable var.convert_timezone: true in {conf_path}/module.d/system as I said in the question. And I thought it works.

Then I filtered the data from filebeat and found that some logs are in correct timestamp, some are not.

The logs in apache, mysql, and elastic server have a correct @timestamp value. While the logs in syslog, elasticsearch.log, es_deprecation and es_gc are incorrect.

I've also checked my _ingest/pipeline and I don't think there's any problem in the syslog-pipeline.

"filebeat-7.2.0-system-syslog-pipeline" : {
    "processors" : [
      {
        "grok" : {
          "field" : "message",
          "patterns" : [
            """%{SYSLOGTIMESTAMP:system.syslog.timestamp} %{SYSLOGHOST:host.hostname} %{DATA:process.name}(?:\[%{POSINT:process.pid:long}\])?: %{GREEDYMULTILINE:system.syslog.message}""",
            "%{SYSLOGTIMESTAMP:system.syslog.timestamp} %{GREEDYMULTILINE:system.syslog.message}",
            """%{TIMESTAMP_ISO8601:system.syslog.timestamp} %{SYSLOGHOST:host.hostname} %{DATA:process.name}(?:\[%{POSINT:process.pid:long}\])?: %{GREEDYMULTILINE:system.syslog.message}"""
          ],
          "pattern_definitions" : {
            "GREEDYMULTILINE" : "(.|\n)*"
          },
          "ignore_missing" : true
        }
      },
      {
        "remove" : {
          "field" : "message"
        }
      },
      {
        "rename" : {
          "field" : "system.syslog.message",
          "target_field" : "message",
          "ignore_missing" : true
        }
      },
      {
        "date" : {
          "field" : "system.syslog.timestamp",
          "target_field" : "@timestamp",
          "formats" : [
            "MMM  d HH:mm:ss",
            "MMM dd HH:mm:ss",
            "ISO8601"
          ],
          "ignore_failure" : true
        }
      },
      {
        "remove" : {
          "field" : "system.syslog.timestamp"
        }
      }
    ],
    "on_failure" : [
      {
        "set" : {
          "field" : "error.message",
          "value" : "{{ _ingest.on_failure_message }}"
        }
      }
    ],
    "description" : "Pipeline for parsing Syslog messages."
  }