WASHINGTON—Saudi Arabia’s monarch pulled out of a summit to be hosted by President Barack Obama on Thursday, in a blow to the White House’s efforts to build Arab support for a nuclear accord with Iran.

King Salman’s decision appeared to ripple across the Persian Gulf. Bahrain said on Sunday that its ruler, King Hamad bin Isaa Al Khalifa, had opted not to travel to Washington.

The...