You can remember the meaning of 废话 with this easy mnemonic:
We need to stop this nonsense and abolish (废) that law! Let's give a speech (话) in front of the presidential office.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.