diff --git a/airflow/jobs/backfill_job.py b/airflow/jobs/backfill_job.py
index acb97180d5c5b..26578f8c18cd8 100644
--- a/airflow/jobs/backfill_job.py
+++ b/airflow/jobs/backfill_job.py
@@ -488,7 +488,7 @@ def _per_task_process(task, key, ti, session=None):
                         self.log.debug('Sending %s to executor', ti)
                         # Skip scheduled state, we are executing immediately
                         ti.state = State.QUEUED
-                        ti.queued_dttm = timezone.utcnow() if not ti.queued_dttm else ti.queued_dttm
+                        ti.queued_dttm = timezone.utcnow()
                         session.merge(ti)
 
                         cfg_path = None
diff --git a/airflow/jobs/scheduler_job.py b/airflow/jobs/scheduler_job.py
index 53293f366d755..188216584111d 100644
--- a/airflow/jobs/scheduler_job.py
+++ b/airflow/jobs/scheduler_job.py
@@ -1261,9 +1261,7 @@ def _change_state_for_executable_task_instances(self, task_instances,
         # set TIs to queued state
         for task_instance in tis_to_set_to_queued:
             task_instance.state = State.QUEUED
-            task_instance.queued_dttm = (timezone.utcnow()
-                                         if not task_instance.queued_dttm
-                                         else task_instance.queued_dttm)
+            task_instance.queued_dttm = timezone.utcnow()
             session.merge(task_instance)
 
         # Generate a list of SimpleTaskInstance for the use of queuing
@@ -1391,6 +1389,7 @@ def _change_state_for_tasks_failed_to_execute(self, session):
             # set TIs to queued state
             for task_instance in tis_to_set_to_scheduled:
                 task_instance.state = State.SCHEDULED
+                task_instance.queued_dttm = None
                 self.executor.queued_tasks.pop(task_instance.key)
 
             task_instance_str = "\n\t".join(
diff --git a/airflow/models/taskinstance.py b/airflow/models/taskinstance.py
index 716d51d1b7349..1118919e23b5c 100644
--- a/airflow/models/taskinstance.py
+++ b/airflow/models/taskinstance.py
@@ -160,6 +160,8 @@ class TaskInstance(Base, LoggingMixin):
     queued_dttm = Column(UtcDateTime)
     pid = Column(Integer)
     executor_config = Column(PickleType(pickler=dill))
+    # If adding new fields here then remember to add them to
+    # refresh_from_db() or they wont display in the UI correctly
 
     __table_args__ = (
         Index('ti_dag_state', dag_id, state),
@@ -443,14 +445,23 @@ def refresh_from_db(self, session=None, lock_for_update=False, refresh_executor_
         else:
             ti = qry.first()
         if ti:
-            self.state = ti.state
+            # Fields ordered per model definition
             self.start_date = ti.start_date
             self.end_date = ti.end_date
+            self.duration = ti.duration
+            self.state = ti.state
             # Get the raw value of try_number column, don't read through the
             # accessor here otherwise it will be incremented by one already.
             self.try_number = ti._try_number
             self.max_tries = ti.max_tries
             self.hostname = ti.hostname
+            self.unixname = ti.unixname
+            self.job_id = ti.job_id
+            self.pool = ti.pool
+            self.queue = ti.queue
+            self.priority_weight = ti.priority_weight
+            self.operator = ti.operator
+            self.queued_dttm = ti.queued_dttm
             self.pid = ti.pid
             if refresh_executor_config:
                 self.executor_config = ti.executor_config