The break-in happened around 12:30 a.m. at Pharmacy at the Wave on West End Avenue.
Security footage captures a person getting dropped off in front of the pharmacy.
From there, they pick up a heavy rock and throw it into the glass door. That is how he gained entrance into the pharmacy.
Police say narcotics and other medications were stolen.
The pharmacy owner says he believes the damages are about $2,000.
Police currently do not know how many people were involved with the break-in.