You can remember the meaning of 傻瓜 with this easy mnemonic:
That idiot was foolish (傻) enough to blow up his melon (瓜) with a lighter.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.