I'm going to say "Maybe". Case in point, look at all the people trying to build X-Wings. The guys at FT did it a while back, and were fighting with it wanting to nose down as soon as they powered down, despite having it balanced across the CG. The Air Hogs X-Wing fighter has the same issue, and was remedied with a clear plastic canard.
I won't say it won't work, because as others have mentioned, it's a possibility that it will work, but you may need some additional lift at the nose depending on how things are balancing out..