Getting down to two answer choices and end up choosing the wrong one!

This happens to me the majority of the time I end up getting an answer wrong. Most of the time ( and I feel stupid for saying this) the right answer choice looks too easy and I feel like I'm being suckered into choosing that answer - 90% of the time that "easy" answer choice ends up being right. Any tips to overcome this?