Yes you do need a bike at Burning Man!  Black Rock City is about 7 square miles (if you overlaid it BRC would cover most of downtown San Francisco). To get around at Burning Man a good, workable bicycle is vital for your transportation needs.

Below:  Black Rock City superimposed on Manhattan.