Yes it most certainly is normal, music influences everyone's emotions. That's why some songs are 'sad' and others might be 'happy', because of how the songs influence the listener's emotions.
I'm pretty sure that music can be so emotionally influential that it's sometimes used as therapy for those who suffer with depression, and other psychological disorders.