acheive

I have a Intex 2600W pseudo 4.1(actually 2.1) speaker. As shown in below figure, there are two capacitors. Will removing those capacitors do any harm to circuitory inside. I want to acheive equal sound in all four speakers. Below is picture of output socket seen fron outside and inside.