diff --git a/homeassistant/helpers/check_config.py b/homeassistant/helpers/check_config.py
index 3218c1e839b..4aa4e72b0bb 100644
--- a/homeassistant/helpers/check_config.py
+++ b/homeassistant/helpers/check_config.py
@@ -127,7 +127,7 @@ async def async_check_ha_config_file(  # noqa: C901
         try:
             integration = await async_get_integration_with_requirements(hass, domain)
         except loader.IntegrationNotFound as ex:
-            if not hass.config.recovery_mode:
+            if not hass.config.recovery_mode and not hass.config.safe_mode:
                 result.add_error(f"Integration error: {domain} - {ex}")
             continue
         except RequirementsNotFound as ex:
diff --git a/tests/helpers/test_check_config.py b/tests/helpers/test_check_config.py
index 6af03136760..a3fd02686ac 100644
--- a/tests/helpers/test_check_config.py
+++ b/tests/helpers/test_check_config.py
@@ -125,6 +125,19 @@ async def test_component_not_found_recovery_mode(hass: HomeAssistant) -> None:
         assert not res.errors
 
 
+async def test_component_not_found_safe_mode(hass: HomeAssistant) -> None:
+    """Test no errors if component not found in safe mode."""
+    # Make sure they don't exist
+    files = {YAML_CONFIG_FILE: BASE_CONFIG + "beer:"}
+    hass.config.safe_mode = True
+    with patch("os.path.isfile", return_value=True), patch_yaml_files(files):
+        res = await async_check_ha_config_file(hass)
+        log_ha_config(res)
+
+        assert res.keys() == {"homeassistant"}
+        assert not res.errors
+
+
 async def test_component_platform_not_found_2(hass: HomeAssistant) -> None:
     """Test errors if component or platform not found."""
     # Make sure they don't exist