。
The suspect wanted to avoid arrest.
Literal
Suspect [topic-は] arrest [object-を] avoid-want [quotative-と] thought.
免れる ('to avoid / escape from') is more formal than 避ける — typically for legal/consequence-related avoidance. ~たい + と思う frames the desire as a thought. 容疑者 ('suspect') is news/legal vocabulary.