I can't forget it. It is firmly rotted in my memory. Usually, because it made a big impression on me.

It was all you can think about, or hard to forget. It could be pleasant or annoying.

It's like one phraseological phrase - "Mark my words, put that in your pipe and smoke it, and you don't forget it"

I think it means that I can't but think about something.