At other times, when Superman was exposed to red Kryptonite, such as aging, growing extra arms and legs, becoming a skinny person, he retained his memories of those experiences. Yet here, he wakes up at the end of the show and cannot remember them.
After Superman is exposed to the red Kryptonite, no one thinks about going off to get the blue version as this would immediately cure Superman of being a toddler brat.