Police arrested a 32-year-old man on suspicion of supplying drugs.
An autopsy turned out to be inconclusive so authorities are awaiting toxicology reports.
Jason Rae and Corinne Bailey married in 2001.
Corinne Bailey Rae's husband found dead
The body of saxophonist Jason Rae was discovered in a flat in the northern British city of Leeds on Saturday.
