Yeah, so Tumblr for iOS (not sure about Android) is acting mighty strange right now, refusing to load posts, messages, etcetera.
Tumblr App Is Wonky Right Now (At Least for iOS)
Update: Tumblr App is working again! 😀 Not sure why it stopped but glad everything is back to normal. 🙂