awww, cute little thing he is. You may want to try having him sleep in the crate in your bedroom. He probably just doesn't like being alone. I had two puppies this age...one was quiet, the other would scream her head off. I had them crated downstairs as well. Eventually, I put them in the bedroom with me and that seemed to quiet things down. I moved though, and they now sleep in the kitchen. I haven't had trouble with this.
Oh, and 10 minutes isn't that long. Try 6 hours of it...then you have something to complain about

. My Roe yelped for two nights straight...then I put her upstairs with me...not in the bed. Just crated in our room. That seemed to help.