You can remember the meaning of 肌肉 with this easy mnemonic:
I don't have a lot of flesh (肌) on me, and I heard that if I eat more meat (肉), it'll help me gain more muscle.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.