how to multiply multiple columns by a column in Pandas

use multiply method and set axis="index":

df[["A", "B"]].multiply(df["C"], axis="index")

Another way of writing the answer of HYRY:

df.loc[:,['A', 'B']] = df.loc[:,['A', 'B']].multiply(df.loc[:, 'C'], axis="index")