He made the excuse of feeling unwell and skipped the gathering.
Tips
mistakes
Don't confuse with 推脱. 推托 = decline by making an excuse (often with a stated reason); 推脱 = shirk responsibility, push it onto someone else. Both pinyin identical, meanings overlap but lean different ways.