Why does fuel pump keep running

If the fuel pump was delivering fuel to the engine consistently and you were getting a stalling condition, it would be due to some other issue -- you need fuel, spark, air and exhaust flow to run an engine, with proper engine timing and compression internally. If your fuel pump is not delivering the fuel it needs to - regardless of the noise it's making - then it could be a concern. Checking for the basics is important.