This is known bug caused by the way Chrome verifies cached images. If you open a New Tab and quickly use the URL/Address bar to search it interrupts the verification process.
To prevent a blank screen Momentum will briefly show one of our fall-back images. If you reload your New Tab page you should see your daily photo again.
Sorry for the inconvenience, we will continue looking for ways in which we can prevent this from happening.