The idiom “to burn the midnight oil” originated from the days when people used oil lamps for light. Working or studying until late night meant literally burning oil.
\(\Rightarrow\) Therefore, it refers to working hard late into the night, especially on important tasks or studies.
\boxed{\text{To burn the midnight oil = To work late into the night}}