Step 1: The key term in the question is \textit{embezzlement}. Embezzlement refers to the wrongful appropriation or theft of funds or assets by someone to whom they were entrusted, often in an official or fiduciary capacity.
Step 2: Option (A) "did not pay his bills" is incorrect — this relates to negligence in payments, not embezzlement.
Step 3: Option (B) "misappropriated assets he was entrusted with" directly defines embezzlement, making it correct.
Step 4: Option (C) "engaged in circulating black money" relates to money laundering or tax evasion, not embezzlement.
Step 5: Option (D) "cheated on his spouse" is about personal dishonesty, unrelated to financial crime.
Step 6: Option (E) "misreported educational qualification" would count as misrepresentation or fraud, but not embezzlement.
Thus, the only correct interpretation is (B).
\(\boxed{\text{Correct Answer: (B)}}\)