The phrase often relates to momentary memory loss due to stress or anxiety. Before I could answer the interview question, I blanked out.
Pro Tip 2/2
Temporary Forgetfulness
'Blank out' implies the memory could later return, unlike permanent forgetfulness. After the play ended, I blanked out on my lines, but remembered them later.