You should really turn it down to see if it's the game or your system.
If it makes those noises at a much. much lower level then you know it's in the game.
If not, you know it's a power issue and adding enough power to make a significant difference is an expensive and risky proposition.
To get a barely noticeable 3 decibel in loudness, you need to double the power, or about 120 watts.
Note I said "barely noticeable"
To effectively double the loudness of those peaks you'll need ten times the power, or about 600 watts, and who knows how your speakers will handle that.
If that's not enough of an explanation, check out
this link for the same information only in a more visual and verbose format.
You might want to play it at a lower level.