They released video of the suspect running out of the Nashcards store on West Main Street in Trappe, Montgomery County.
It happened last Monday morning around noon.
Detectives say the man asked store workers to look at some Pokémon-related merchandise and then ran away.
The cards that were stolen are valued at $9,500.
If you know who the man is, you are asked to call the police.