Mnemonic code in assembly language uses easily memorable symbols to represent machine instructions, making programming more accessible. Each mnemonic corresponds to a specific machine language instruction, facilitating human readability and easing the coding process. Mnemonics are crucial for low-level programming and debugging, allowing easier interaction with the underlying machine code.