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Quoted from Selek

[…]

Valve actually reduced the total ammo amount of rockets, pipes and stickies about half a year after the game was released. Apparently they felt there was too much spam.
http://wiki.teamfortress.com/wiki/February_28,_2008_Patch

I still remember thinking “wait whaaat? that’s way too little!”