I think it's about suspension of disbelief only going so far.
Maybe the mech designer was like, make a warhammer? Screw that, ROCKET PUNCH IS COOL.
Big O anime kind of did that, although I don't believe his was rocket powered, but piston powered punches.
In the end though, just because...