It happened earlier this month outside of Ryan's Rise Up Cafe in Glen Mills, Pennsylvania.
The nonprofit inclusive cafe trains and employs young adults with disabilities.
An arrest warrant has now been issued for 45-year-old Shawn Michael Kenenske.
State Police say surveillance video shows him loading the planters into the back of an SUV before driving away.
Troopers are asking anyone who knows where he is to contact them.