Anchor adhesive usually holds well, but there's a risk that the concrete block might tear apart instead. At the same time, the question is how strong the wind will be.
In the picture, it looks like the roof is also supposed to sit flush against the house. If you just secure it properly there, and make the construction rigid and nice (so it doesn't wobble out of the concrete block), then the roof definitely shouldn't blow away.