They've gone above Leicester on goal difference after winning 2-nil at Newcastle in the early kick off.
An own goal from Federico Fernandez gave the Blues the lead after 10 minutes; Tammy Abraham made it two just after the hour mark.
Tottenham can leapfrog Chelsea into first place if they beat Manchester City later.