The 35-year-old scored a career-high 13 league goals in 37 games for the Seagulls last season.
On Chelsea FC’s announcement video, he said he’s “really honoured to come to a club of this stature”.
The Blues are also set to complete the signing of former Liverpool captain Jordan Henderson this week.
