diff --git a/homeassistant/components/light/__init__.py b/homeassistant/components/light/__init__.py
index 562789abd26..795975b5c3e 100644
--- a/homeassistant/components/light/__init__.py
+++ b/homeassistant/components/light/__init__.py
@@ -1336,5 +1336,5 @@ class LightEntity(ToggleEntity, cached_properties=CACHED_PROPERTIES_WITH_ATTR_):
         """Return if light color mode issues should be reported."""
         if not self.platform:
             return True
-        # philips_js, tuya and zha have known issues, we don't need users to open issues
-        return self.platform.platform_name not in {"philips_js", "tuya", "zha"}
+        # philips_js and tuya have known issues, we don't need users to open issues
+        return self.platform.platform_name not in {"philips_js", "tuya"}
diff --git a/homeassistant/components/zha/light.py b/homeassistant/components/zha/light.py
index 84399f3da32..aa117c7ef9b 100644
--- a/homeassistant/components/zha/light.py
+++ b/homeassistant/components/zha/light.py
@@ -1185,7 +1185,7 @@ class LightGroup(BaseLight, ZhaGroupEntity):
         self._zha_config_enhanced_light_transition = False
 
         self._attr_color_mode = ColorMode.UNKNOWN
-        self._attr_supported_color_modes = set()
+        self._attr_supported_color_modes = {ColorMode.ONOFF}
 
     # remove this when all ZHA platforms and base entities are updated
     @property
@@ -1285,6 +1285,19 @@ class LightGroup(BaseLight, ZhaGroupEntity):
             effects_count = Counter(itertools.chain(all_effects))
             self._attr_effect = effects_count.most_common(1)[0][0]
 
+        supported_color_modes = {ColorMode.ONOFF}
+        all_supported_color_modes: list[set[ColorMode]] = list(
+            helpers.find_state_attributes(states, light.ATTR_SUPPORTED_COLOR_MODES)
+        )
+        if all_supported_color_modes:
+            # Merge all color modes.
+            supported_color_modes = filter_supported_color_modes(
+                set().union(*all_supported_color_modes)
+            )
+
+        self._attr_supported_color_modes = supported_color_modes
+
+        self._attr_color_mode = ColorMode.UNKNOWN
         all_color_modes = list(
             helpers.find_state_attributes(on_states, light.ATTR_COLOR_MODE)
         )
@@ -1292,25 +1305,26 @@ class LightGroup(BaseLight, ZhaGroupEntity):
             # Report the most common color mode, select brightness and onoff last
             color_mode_count = Counter(itertools.chain(all_color_modes))
             if ColorMode.ONOFF in color_mode_count:
-                color_mode_count[ColorMode.ONOFF] = -1
+                if ColorMode.ONOFF in supported_color_modes:
+                    color_mode_count[ColorMode.ONOFF] = -1
+                else:
+                    color_mode_count.pop(ColorMode.ONOFF)
             if ColorMode.BRIGHTNESS in color_mode_count:
-                color_mode_count[ColorMode.BRIGHTNESS] = 0
-            self._attr_color_mode = color_mode_count.most_common(1)[0][0]
+                if ColorMode.BRIGHTNESS in supported_color_modes:
+                    color_mode_count[ColorMode.BRIGHTNESS] = 0
+                else:
+                    color_mode_count.pop(ColorMode.BRIGHTNESS)
+            if color_mode_count:
+                self._attr_color_mode = color_mode_count.most_common(1)[0][0]
+            else:
+                self._attr_color_mode = next(iter(supported_color_modes))
+
             if self._attr_color_mode == ColorMode.HS and (
                 color_mode_count[ColorMode.HS] != len(self._group.members)
                 or self._zha_config_always_prefer_xy_color_mode
             ):  # switch to XY if all members do not support HS
                 self._attr_color_mode = ColorMode.XY
 
-        all_supported_color_modes: list[set[ColorMode]] = list(
-            helpers.find_state_attributes(states, light.ATTR_SUPPORTED_COLOR_MODES)
-        )
-        if all_supported_color_modes:
-            # Merge all color modes.
-            self._attr_supported_color_modes = filter_supported_color_modes(
-                set().union(*all_supported_color_modes)
-            )
-
         self._attr_supported_features = LightEntityFeature(0)
         for support in helpers.find_state_attributes(states, ATTR_SUPPORTED_FEATURES):
             # Merge supported features by emulating support for every feature
diff --git a/tests/components/light/test_init.py b/tests/components/light/test_init.py
index 4becbd87c1b..ca25611f890 100644
--- a/tests/components/light/test_init.py
+++ b/tests/components/light/test_init.py
@@ -2791,7 +2791,7 @@ def test_report_invalid_color_mode(
         (
             light.ColorMode.ONOFF,
             {light.ColorMode.ONOFF, light.ColorMode.BRIGHTNESS},
-            "zha",  # We don't log issues for zha
+            "tuya",  # We don't log issues for tuya
             False,
         ),
     ],