You can remember the meaning of 汽油 with this easy mnemonic:
How do you think gasoline is made? By mixing steam (汽) and oil (油)?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.