Bird box

I have a birdbox with camera. Over the last few weeks great tits have made their nest. 8 eggs duly laid. Last week the mother covered the eggs and left. Neither of the birds have returned since. I assume something bad has happened to the birds or the eggs are infertile. My question is... can I remove those eggs in the hope that another pair might use the box?