An employee says a group of six women, including three transgender suspects, went into the store and quickly left with several items without paying.
The witness says they crooks are part of the notorious Rainbow Girls Gang, whose members dress in bright colors.
Police say the group has been targeting Union Square stores for more than a year and a half.