Because they weigh a ton, need to be in a huge box and have to be heavily insured against smashing, obviously.
I say this as someone who bought a couple of pillows from Amazon once and was genuinely astounded by the size of the outer box they were delivered in. The inner box was excessive, but I struggled to get the outer one through my door.