I have pain between my shoulder blades, tender to touch, and at base of my neck? Can working out cause that?

Yes. Anything that causes strain or spasm of the muscles can cause pain in those muscles or muscle groups. The area your talking about is probably the second most common area of the body to experience this, the first being lower back.