Can you use normal thread for embroidery?

Yes. You can use any type of thread for stitching, including normal sewing thread. The result will be different with any type of thread that you use. But potentially you can even use thick yarn to create embroidery. The way how you make the stitches will be exactly the same. The look and feel of your stitches will be a world of difference.