WATCH: Dems say Trump will look like he has something to hide if he avoids Mueller interview

Democratic senators say that if President Trump doesn’t agree to an interview with special counsel Robert MuellerRobert (Bob) Swan MuellerTrump says he'll release financial records before election, knocks Dems' efforts House impeachment hearings: The witch hunt continues Speier says impeachment inquiry shows 'very strong case of bribery' by Trump MORE, it will look like he’s trying to hide something.

“If the president fails to appear for the interview it’s an indication that he has something to hide,” Sen. Richard Blumenthal (D-Conn.) said Tuesday.

Sen. Ron WydenRonald (Ron) Lee WydenOvernight Health Care — Presented by Johnson & Johnson – House progressives may try to block vote on Pelosi drug bill | McConnell, Grassley at odds over Trump-backed drug pricing bill | Lawmakers close to deal on surprise medical bills Congressional leaders unite to fight for better future for America's children and families McConnell, Grassley at odds over Trump-backed drug bill MORE (D-Ore.) echoed his colleague. “I think the American people are going to ask, what is he hiding?” he said.

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“Using [President Trump’s] own words, if you have nothing to hide, if you are innocent, then you should answer questions, sit down and answer questions,” Sen. Cory BookerCory Anthony BookerSunday shows — Nadler: A jury would convict Trump in 'three minutes flat' Booker on Harris dropping out: 'Iowa voters should have the right to choose' Booker campaign rakes in million after Harris exits 2020 race MORE (D-N.J.) added.

Blumenthal also said if Trump refuses to interview with Mueller, he should be subpoenaed.

GOP Sen. John KennedyJohn Neely KennedyMORE (La.) questioned whether that’s possible.

“I don't know whether he can be subpoenaed or what. I mean, you have the right in America not to testify, all things being equal; it's called the Fifth Amendment,” Kennedy said.

The senators spoke after The New York Times reported that some Trump advisers are suggesting he not interview with Mueller.

Watch the video above to hear the senators in their own words.