Joe Perry Vandalizes Wall -- Dude Looks Like a Tagger

Our street art sources tell us Perry contacted a local graffiti artist named RISK to scout locations where they could plaster the Aerosmith logo and "Let Rock Rule" ... the name of their upcoming tour.

Problem is it caused a major issue for the owner of the building -- who tells TMZ they were slated to do a photo shoot on the wall Perry defaced.

The owner says he's a big Aerosmith fan so he's not pressing charges -- but he had no idea about Perry's tagging mission ... and was forced to push back their client's shoot so they could paint over the wall ASAP (below).

Law enforcement sources tell us if Perry is caught in the act -- marketing or not -- he will be arrested for vandalism.

We reached out to Perry ... and in true rockstar fashion he said, "let the music do the talking."