2010 Mac mini server remote install OS X failure

I tested re-installing OS X remotely to my 2010 Mac mini server. It worked the first time. I got to the installation process, and abandoned it without actually doing anything.
But when I tried again, it failed, and I have not been able to get it to work ever since. I went to a local Apple shop and tested at its Genius bar. People there cannot figure out the problem. They exchanged my unit for a new one.
I took the new unit home, tried, and it failed again. Then I called Apple Care. They cannot pin-point the problem, but suspected that, since I failed with two units, the problem may be with the computer that has the DVD. I am not sure about his. Here I post my story for help. The details:
1. The OS X Server installation DVD (which came with the mini) was put in a 13" 2009 Macbook Pro. There I ran the Remote Install OS X application. Selected the Installation DVD.
2. Then I started the Mac mini server, holding the down Opt key. The Installation DVD appeared from my local network. However when I selected the DVD and clicked the arrow sign under it, things went wrong. A circle with a line segment appeared briefly (indicating a problem, I think). Then the mini simply went to boot from its own hard drive where the original OS X was.
Help and suggestions are very much appreciated.
Additional information:
Remote Disc works fine. From my Mac mini, after booting into the original OS, I can see and open DVDs in the Macbook Pro.

Target disk mode method works fine. I can boot my mac mini from its installation DVD placed in my macbook pro, connected to the mini through firewire. So I don't think there is any hardware problem.
I played with a few other things. First I used another DVD, this time the one that came with my 2009 macbook pro, a non-server version OS X. When I tried to remote install it to my mini, the mini can still see the DVD but it hung after I chose to boot from it. It just showed a big circle with a line segment. It did not revert to boot the OS on its own hard drive.
Next I again ran remote install on macbook, but booted the mini to its own hard drive. From there
I changed its start up disk to Network Startup, and rebooted. The mini can find nothing on the local network.

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