I just tried the same thing and it looks like a problem with On the Fly Reprojection. If you set the project CRS and enable On The Fly, all the layers will be projected into the project CRS Live, but this is computationally intensive, and not as reliable, particularly for Raster data. Try Raster -> Projections -> Warp. That will let you project the image to a new file.