Because it requires a special procedure to be erased, usually exposure to UV light. This procedure is not usually performed while the EPROM is fitted in a circuit.
EPROM or Electrically Programmable ROM is something that can be reprogrammed, but only under extreme circumstances - like when your PC just doesnt work, but not on a regular basis.