This question already has an answer here:
When executing "Everybody gets one", I chose to just hand out cards covered without looking at them.
One Player got a creeper and rightfully asked if they really be given it - because I basically had picked up the card in the first place. I argued that I didn't take the creeper on my hand.
How have you been handling this situation?