Mirriam Webster says

Main Entry: busk·er
Pronunciation: 'b&s-k&r
Function: noun
Etymology: busk, probably from Italian buscare to procure, gain, from Spanish buscar to look for
chiefly British : a person who entertains especially by playing music on the street
- busk /'b&sk/ intransitive verb

Another site gives a 19th century origin.