'Burn the midnight oil' means to:

1. The phrase comes from studying by lamplight. 2. It describes effort put in after everyone else has stopped. 3. It means to work or study late into the night. 4. So the answer is work late. _Source: syllabus English Poorvi, Unit 1 'How I Taught My Grandmother to Read'_