You can remember the meaning of 无罪 with this easy mnemonic:
He is innocent. Look into his eyes and you can tell that he's committed no (无) sins (罪) in his life.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.