You can remember the meaning of 罢了 with this easy mnemonic:
I would've stopped (罢) cooking if you told me you weren't coming to dinner, but now dinner is completed (了) and you won't be coming. Don't mind me then.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.