The story
Originated in 18th-century Britain, referring to a person left holding stolen goods while the rest of a criminal gang escapes.
Etymology from Wiktionary, CC BY-SA 4.0.
leave someone holding the bag
Today it means: To abandon somebody, leaving him or her holding the responsibility or blame. Full definition →