Ideally this should be screwed/anchored into a joist for maximum support. However, if you really want to use a drywall anchor, you should use a toggle bolt or a ceiling anchor. Instead of just screwing into the wall, these expand to several times their size which gives you a good hold, especially when the force is pulling directly down. 10lbs might be pushing it though, it will depend on the thickness of your drywall and the overall condition. The worst case is you just have to patch the hole and repaint; drywall is pretty forgiving like that!
Using plain screws into just about any material other than wood or metal will not provide a strong support, especially if the weight that the screw is supporting is trying to pull the screw shank straight out (rather than pulling across the shank of the screw).
From your pictures, the surface appears to be plasterboard (or less likely, plaster), which has to be attached to a support structure, either wood, steel or concrete.
Wood
To test if it is wood under the plaster/plasterboard, remove a screw and insert an awl until it just stops.
With some force, try to push the awl in further. If it is wood, the awl should sink in a bit, but not too easily. There should be enough wood to allow you to drill into it and seat the screws fully. You probably need at least 1/2 inch of screw thread in wood for a safe hold on blinds. More is better. Remember that the plasterboard/plaster doesn't count. Try to guage how thick it is (probably either 3/8 or 1/2 inch) and add that to the depth into the wood.
Steel
If the awl doesn't sink in, it may be a metal stud or a metal beam. If you hit something hard and the point can slide easily side to side, it is probably metal. Try to drill a small hole through it with a sharp drill bit. If it is a steel stud, you will be able to with a bit of pressure. You can then use a sheet metal screw to hold the bracket up. If it is a steel beam, you will not really be able to (it is too thick and hard). You will need a whole different mounting system.
Concrete
If the awl stops but can't be slid along a hard metal edge, it may be a concrete support structure. The awl should feel as if it is digging into something a bit gritty. You can mount into concrete but need to use a masonry anchor.
To insert the anchor, you first need to drill a properly sized hole with a special masonry drill bit.
It has a carbide insert in the tip. It is slow going and should be much harder than the plasterboard/plaster. The dust probably will be greyish or tan in color. Be sure not to drill a hole too close to another hole, or the concrete between them may crumble. You then need to insert the anchor and screw the bracket into it.
While it is theoretically possible to get a good enough mount in concrete like this, it is hard. This is especially true when the load is dynamic (moving) the way blinds are.
Plaster/Plasterboard
While it is possible to hang light to moderate loads on plasterboard or plaster, it is really only safe when it is a vertical surface, not an overhead one. You can use various anchors, but not when the force is pulling directly out from the surface rather than down along the surface.
Best Answer
No, you cannot support your blinds with two pieces of paper, because that's all there is in drywall to resist the tension force pulling out or at an angle. The contained gypsum is strong to compression, you can stand on it if it's flat on the floor. But if you screw in and then exert force to pull the screw out, with very little force you'll either have the screw fall out, the drywall blow out, or the drywall screws attaching the drywall to the building structure will pop out the back side and the section of drywall will collapse. You need to install the blinds and other heavy objects to the building structure like studs or into concrete you have behind your walls.