Drums make a sound that is close to "Ba dum"
Symbols go "tss"
These two sounds are used in some comedies/sitcoms to emphasize a "joke" that was not really funny so people will laugh.

Therefore, the joke is that they use the sounds mostly used to emphasize jokes, "Ba dum, tss" in a way that it is funny.