You can remember the meaning of 殿下 with this easy mnemonic:
Your Majesty, welcome to the palace hall (殿). Our rooms will be under (下) yours, so please call us whenever you need assistance.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.