The letter was intercepted at a centre handling post for the Capitol in Washington DC, US media report.
Ricin, extracted from castor beans, is 1,000 times more toxic than cyanide.
It can be fatal when inhaled, swallowed or injected, although it is possible to recover from exposure.
Roger Wicker issued a statement on Tuesday acknowledging the letter.
“This matter is part of an ongoing investigation by the United States Capitol Police and FBI,” he said.
“I want to thank our law enforcement officials for their hard work and diligence in keeping those of us who work in the Capitol complex safe.”
An official quoted by AP news agency said two tests had shown positive for ricin but the results are not deemed conclusive without further testing.
The letter was detected during a routine inspection of mail and did not reach the US Capitol or Senator Roger Wicker’s office, a Senate leadership aide was quoted as saying.
Senators were informed of the letter at a closed-door briefing by FBI Director Robert Mueller and Homeland Security Secretary Janet Napolitano about the Boston Marathon bombings, the aide added.
There is a heightened sense of alert in the US capital after the attacks in Boston but there is no indication so far of any connection between the two incidents.
It is also not clear why the letter was sent to Senator Roger Wicker.
The Senate’s chief security office told Reuters: “The exterior marking on the envelope in this case was not outwardly suspicious, but it was postmarked from Memphis, Tennessee.”
All mail sent to members of Congress has been screened off-site since letters laced with anthrax were sent to Capitol Hill in 2001.
In 2004, three Senate office buildings were shut after tests found ricin in letters that had been sent to the Senate majority leader’s office.
Ricin was the poison used for the infamous murder of Bulgarian dissident Georgi Markov in September 1978.
Georgi Markov was waiting at a bus stop near Waterloo Bridge, London, when a stranger jabbed him in the leg with an umbrella.
The umbrella injected a tiny ricin-filled pellet into Georgi Markov’s leg and he died three days later in hospital.
Ricin:
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