The Ukrainian-born Russian overcame the 32-year-old Blake 4-6, 6-4, 6-4 in a 2-hour match on Day 1 of the event, which Davydenko won in 2008.
Davydenko moves on to the second round, where he will face world No. 10 John Isner of the United States, who is coming off a second-place finish in last week's Indian Wells tournament.
Also recording wins Wednesday were Bulgarian Grigor Dimitrov, who dispatched Kazakhstan's Mikhail Kukushkin 6-2, 6-2, and Lukas Rosol of the Czech Republic, who beat Frenchman Michael Llodra 6-4, 7-6 (8-6).
Lukas Lacko of Slovakia defeated American Ryan Sweeting 6-4, 6-4 in another Wednesday match-up.
Justin Bieber crashes Drake Bell's album release party
Rosie O'Donnell unveils nearly 50-pound weight loss