Original: Another possible reason is that there was a house named Ye Anciente Everton Toffee House in nearby Village Street, Everton, run by Ma Bushell. The toffee house was located near the Queen's Head hotel in which early club meetings took place.
Simplified: At first Ye Anciente Everton Toffee House was very popular with fans because it was near to their stadium.