The 20-year-old was a target for Third Division rivals Bournemouth, but The O's have won the race for the Blues shot-stopper.
Evans spent time on loan at QPR and Bristol Rovers last season and is highly rated at Stamford Bridge.
Orient manager Paul Brush moved for Evans after failing to land former West Ham keeper Ian Feuer.
