The 68-year-old music legend was picked up one Thursday last month by a 24-year-old cop who failed to recognize him as he walked the streets of Long Branch, N.J. in the pouring rain.
It may have been as simple as it appears: Dylan told police he was talking a walk and looking at a home for sale.
But the area where Dylan was picked up was just a couple blocks from the beachside bungalow where Bruce Springsteen wrote the material for his landmark 1975 album "Born to Run."
In the past nine months, Dylan has visited the childhood homes of Neil Young and John Lennon, in both cases appearing without fanfare and barely identifying himself after he was recognized.
Last November, Winnipeg homeowner John Kiernan told Sun Media's Simon Fuller that Dylan and a friend arrived unannounced in a taxi to his Grosvenor Ave. home, where songwriter Neil Young grew up.
Dylan, Kiernan said, was unshaved and had the brim of his hat pulled down over his head. He asked for a look inside and inquired about Young's bedroom and where he would have played his guitar.
Dylan has shown a deep affinity for the Canadian rocker over the years, most recently in his 2001 song "Highlands." And Young said at a Nashville concert in 2005 that he once lent Dylan one of his most precious musical treasures -- Hank Williams' guitar, for which Young wrote the ballad "This Old Guitar." Both men revere Williams, a country music legend.
In May, Dylan joined a public tour of John Lennon's childhood home, according to the BBC. A spokeswoman for the National Trust, which runs the home as London landmark, said Dylan "took one of our general minibus tours.
"People on the minibus did not recognize him apparently," the spokeswoman told the British news agency. "He could have booked a private tour, but he was happy to go on the bus with everyone else."
Springsteen spent two of the most creative years of his young career in the house on West Court in Long Branch in 1974 and 1975, penning "Born to Run," "Thunder Road" and "Backstreets" while living there.
Dylan's spokesman did not immediately return a call or e-mail for comment.
On July 23, Dylan, one of the most celebrated, eccentric artists in American history, was in the Long Branch, N.J., area as part of a national concert tour -- a fact lost on Long Branch police officer Kristie Buble.
When Dylan wandered into the yard of a home that had a "For Sale" sign on it, the home's occupants became spooked by his appearance and called police with a report of an "eccentric-looking old man" in their yard, Long Branch Police said. One of the occupants even went so far as to follow Dylan as he continued on down the street.
A publicist for Dylan who was on his way to a Dylan concert in Fresno, Calif., Friday evening, told ABCNews.com he had not heard the story, but would look into the incident.
But Buble said the man told her he was Bob Dylan.