Muscle spasms/twitching on eyelids when meditating

I have tried to meditate regularly, and closed my eyes. However, as I kept my eyes closed, not even a few minutes would pass until muscles of my eyelids and surrounding regions began to twitch/spasm. I guess it strains my muscles. How should I deal with this, as it makes concentration quite difficult?