You can remember the meaning of 鬼魂 with this easy mnemonic:
When you become a ghost (鬼), do you lose your soul (魂) as well?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.