According to TMZ, the rapper's unpublished music and his USD 150,000 jewellery were stolen.
After an initial investigation, police believed it was an "inside job."
The detectives "think the thieves knew Sean was in Dubai and had a clear layout of the house."
The 27-year-old hip-hop star hasn't commented on the incident. He posted a series of pictures from his trip instead.