You can remember the meaning of 沉默 with this easy mnemonic:
He is a taciturn man, often submerging (沉) himself with books and silently (默) reading in his room.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.