diff --git a/pytorch_lightning/callbacks/progress/rich_progress.py b/pytorch_lightning/callbacks/progress/rich_progress.py
index b07b487927..c091223fba 100644
--- a/pytorch_lightning/callbacks/progress/rich_progress.py
+++ b/pytorch_lightning/callbacks/progress/rich_progress.py
@@ -129,11 +129,12 @@ if _RICH_AVAILABLE:
     class MetricsTextColumn(ProgressColumn):
         """A column containing text."""
 
-        def __init__(self, trainer):
+        def __init__(self, trainer, style):
             self._trainer = trainer
             self._tasks = {}
             self._current_task_id = 0
             self._metrics = {}
+            self._style = style
             super().__init__()
 
         def update(self, metrics):
@@ -158,23 +159,34 @@ if _RICH_AVAILABLE:
 
             for k, v in self._metrics.items():
                 _text += f"{k}: {round(v, 3) if isinstance(v, float) else v} "
-            return Text(_text, justify="left")
+            return Text(_text, justify="left", style=self._style)
 
 
 @dataclass
 class RichProgressBarTheme:
     """Styles to associate to different base components.
 
+    Args:
+        description: Style for the progress bar description. For eg., Epoch x, Testing, etc.
+        progress_bar: Style for the bar in progress.
+        progress_bar_finished: Style for the finished progress bar.
+        progress_bar_pulse: Style for the progress bar when `IterableDataset` is being processed.
+        batch_progress: Style for the progress tracker (i.e 10/50 batches completed).
+        time: Style for the processed time and estimate time remaining.
+        processing_speed: Style for the speed of the batches being processed.
+        metrics: Style for the metrics
+
     https://rich.readthedocs.io/en/stable/style.html
     """
 
-    text_color: str = "white"
-    progress_bar_complete: Union[str, Style] = "#6206E0"
+    description: Union[str, Style] = "white"
+    progress_bar: Union[str, Style] = "#6206E0"
     progress_bar_finished: Union[str, Style] = "#6206E0"
     progress_bar_pulse: Union[str, Style] = "#6206E0"
-    batch_process: str = "white"
-    time: str = "grey54"
-    processing_speed: str = "grey70"
+    batch_progress: Union[str, Style] = "white"
+    time: Union[str, Style] = "grey54"
+    processing_speed: Union[str, Style] = "grey70"
+    metrics: Union[str, Style] = "white"
 
 
 class RichProgressBar(ProgressBarBase):
@@ -273,7 +285,7 @@ class RichProgressBar(ProgressBarBase):
             self._reset_progress_bar_ids()
             self._console: Console = Console()
             self._console.clear_live()
-            self._metric_component = MetricsTextColumn(trainer)
+            self._metric_component = MetricsTextColumn(trainer, self.theme.metrics)
             self.progress = CustomProgress(
                 *self.configure_columns(trainer),
                 self._metric_component,
@@ -356,7 +368,7 @@ class RichProgressBar(ProgressBarBase):
     def _add_task(self, total_batches: int, description: str, visible: bool = True) -> Optional[int]:
         if self.progress is not None:
             return self.progress.add_task(
-                f"[{self.theme.text_color}]{description}", total=total_batches, visible=visible
+                f"[{self.theme.description}]{description}", total=total_batches, visible=visible
             )
 
     def _update(self, progress_bar_id: int, visible: bool = True) -> None:
@@ -453,11 +465,11 @@ class RichProgressBar(ProgressBarBase):
         return [
             TextColumn("[progress.description]{task.description}"),
             CustomBarColumn(
-                complete_style=self.theme.progress_bar_complete,
+                complete_style=self.theme.progress_bar,
                 finished_style=self.theme.progress_bar_finished,
                 pulse_style=self.theme.progress_bar_pulse,
             ),
-            BatchesProcessedColumn(style=self.theme.batch_process),
+            BatchesProcessedColumn(style=self.theme.batch_progress),
             CustomTimeColumn(style=self.theme.time),
             ProcessingSpeedColumn(style=self.theme.processing_speed),
         ]
diff --git a/tests/callbacks/test_rich_progress_bar.py b/tests/callbacks/test_rich_progress_bar.py
index 3168175442..8f3f20630b 100644
--- a/tests/callbacks/test_rich_progress_bar.py
+++ b/tests/callbacks/test_rich_progress_bar.py
@@ -106,11 +106,11 @@ def test_rich_progress_bar_custom_theme(tmpdir):
 
         assert progress_bar.theme == theme
         args, kwargs = mocks["CustomBarColumn"].call_args
-        assert kwargs["complete_style"] == theme.progress_bar_complete
+        assert kwargs["complete_style"] == theme.progress_bar
         assert kwargs["finished_style"] == theme.progress_bar_finished
 
         args, kwargs = mocks["BatchesProcessedColumn"].call_args
-        assert kwargs["style"] == theme.batch_process
+        assert kwargs["style"] == theme.batch_progress
 
         args, kwargs = mocks["CustomTimeColumn"].call_args
         assert kwargs["style"] == theme.time