Yes, it is possible to hang a picture on a brick wall without drilling by using brick clips or adhesive hooks that grip onto the brick. Brick clips clamp onto the brick without the need for any tools or drilling, while adhesive hooks can stick directly to the brick surface if it is smooth enough. When using these methods, ensure that the brickwork is in good condition and that the chosen product can support the weight of the picture.