The story
Recorded as Burne Bridge in 1666. It is unclear if this refers to a burnt bridge, or a bridge over a burn (stream), in this case the Crimple Beck. As burn for a stream is uncommon in Yorkshire, the burnt bridge is more likely.
Etymology from Wiktionary, CC BY-SA 4.0.