The Inventory report should be listing all devices regardless of up/down status.
If you're looking for a list of down devices only, try:
-Device Uptime report
-Toggle 'Limit to devices with downtime' = Yes
-Set the time range: 'one hour ago' to 'now'
This will give all devices with downtime reported in the last hour.