I don't blame him for... 我不会为了……责怪他
blame 是责备和埋怨的意思，所以一般用人做宾语。若是要特别指出为了什么事而责怪，就在人之后加上 for 那件事。
1.No, I don't blame him for it.
2.You needn't say sorry. I don't blame you.
3.I don't blame you for losing my keys.
A:Aren't you staying for the party?
B:No. I'm tired and I've got to work tomorrow.
A:I don't blame you for getting some rest.
B:Yeah. I need to.