You can remember the meaning of 放下 with this easy mnemonic:
They finally relinquished the giant sea monster after all these years. They released (放) the beast into the ocean and now it lives happily under (下) that island over there.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.