The Japan international moves to Belgium after being released from his contract at PAOK.
The 32 year-old said: "I made the decision to become part of St Truiden with a great determination.
"I want to contribute with my skills and experience and I want to help the team achieve its goals."
Kagawa has a deal with St Truiden to June.
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