Police said there may be more victims yet to be discovered in East Cleveland, Ohio.
"This is an ongoing investigation. We're nowhere near done," East Cleveland Police Chief Ralph Spotts told reporters.
"We did have information that there may be more to this, which is why we are continuing our searching."
Over 100 volunteers helped police search abandoned buildings in the Cleveland suburb over the weekend after the first body was discovered in a garage when police got a call about a foul odor.
The suspect, identified as Michael Madison, 35, who is also black, was arrested at his mother's house after a standoff.
East Cleveland Mayor Gary Norton told CNN that Madison was influenced by and even idolized Anthony Sowell, who was convicted in 2011 of killing 11 women and hiding the remains at his Cleveland home.
Sowell, dubbed the "Cleveland Strangler," is currently on death row in an Ohio prison.
Madison, a registered sex offender who served time in prison, was held on a USD 6 million bond after a brief court appearance today.
One victim was identified: Angela Deskins, 38.
Cleveland is the same city where former bus driver Ariel Castro, 52, is accused of holding three young women captive for a decade at his home.
The case came to light after one of the victims, 27 year-old Amanda Berry, escaped from the house with her young daughter on May 6 by calling out to a neighbour for help through a locked front door.
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