BRUSSELS—U.S. Secretary of State John Kerry said he would attend a French conference next month aimed at restarting peace talks between Israel and the Palestinians.

Mr. Kerry said he was supportive of the French initiative, but defended his and the Obama administration’s record at trying to move peace talks forward between the two parties.

“It...