You can remember the meaning of 疯子 with this easy mnemonic:
I'm going insane (疯), my child (子) has been running around like a madman for the past two hours.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.