I have tried to ask this to Tumblr support, but they don't think that it's a problem with Tumblr.
Recently, ever since I changed my hosting to Linode (using Linode's DNS) I often received a "connection reset" problem with my custom tumblr domain blog.jessearmand.com.
Sometimes it resolves to this query:
http://blog.jessearmand.com/?e0ff8008
With a random 4 bytes hexadecimal value as a suffix.
I have followed the DNS settings correctly for tumblr, and the custom domain test tool shows no error.
But, the weird thing is, it's always successful if I open it from mobile safari (the mobile format). Then, the non-mobile format could be opened again.
Any ideas on what seem to be the problem?