diff --git a/homeassistant/components/netatmo/__init__.py b/homeassistant/components/netatmo/__init__.py
index eb0e93c4b38..aa8728d548d 100644
--- a/homeassistant/components/netatmo/__init__.py
+++ b/homeassistant/components/netatmo/__init__.py
@@ -271,7 +271,10 @@ async def async_unload_entry(hass: HomeAssistant, entry: ConfigEntry) -> bool:
 
     if CONF_WEBHOOK_ID in entry.data:
         webhook_unregister(hass, entry.data[CONF_WEBHOOK_ID])
-        await data[entry.entry_id][AUTH].async_dropwebhook()
+        try:
+            await data[entry.entry_id][AUTH].async_dropwebhook()
+        except pyatmo.ApiError:
+            _LOGGER.debug("No webhook to be dropped")
         _LOGGER.info("Unregister Netatmo webhook")
 
     unload_ok = await hass.config_entries.async_unload_platforms(entry, PLATFORMS)