As Ken says, ensure the take-up arm is at its highest point. Pull a generous length of thread through the needle before you start, then hold it (gently) between your thumb and index finger as you start to sew, just applying enough tension to stop the end disappearing. Once a few stitches have been sewn, the thread should be securely anchored.
Yorkshire Lass
May 2009