Mr Pence appeared to be the only person present without a facial covering at the Mayo Clinic in Minnesota.
In a deleted tweet, the clinic said the vice-president had been notified in advance of its policy requiring masks.
Mr Pence leads the White House coronavirus taskforce.
He defended his decision as necessary in order to meet with staff and patients.
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