Can you rollover a 401k to an IRA and then take a distribution without paying taxes?

I am leaving my job and want to use a portion of my 401k savings in the meantime. I was told that there is a way to roll the money into an IRA and then withdrawl without penalty. This seems odd to me, but definitely something worth finding out about.