Dear all..before i give up after multiple trial and error attempts,can someone please help me with below query.

I am trying to replace the path name D:\Downloads\Music\ (note the slash) to in mysql field name called "filename" under "songlist" table.
Below is the query code that I tried ,but nothing happens.It only gives me the following message : 0 row(s) affected. ( Query took 0.1428 sec )

UPDATE songlist SET filename = replace(filename, "D:\Downloads\Music", "")

many thanks for the help!!!

in Replace() function you must give some values in place of existing values