Albrighton's milestone effort came nine minutes into the second half after a mistake by Gunners defender Thomas Vermaelen. Yossi Benayoun scored a late winner as Arsenal won 2-1.
Villa donated the £20,000 cheque from Barclays for the 20,000th goal to their official charity partner, the Acorns children's hospice.