"As he said a little while back, he's delighted to be here. No one is better placed than him to say that," Perez told Cadena Ser radio.
Ronaldo strongly denied having evaded 14.7 million euros ($17.5 million) in tax on his image rights when he appeared in court in a preliminary hearing on July 31.
Prosecutors accuse the Real Madrid star of evading tax via a shell company based in the British Virgin Islands and another in Ireland, known for low corporate tax rates.
They also accuse him of "voluntarily" refusing to include 28.4 million euros in income linked to the sale of his image rights for the 2015 to 2020 period to a Spanish company.
The four-time World Player of the Year, 32, has been heavily critical of the probe into him, leading to rumours that he might seek to quit Spain.
"I don't know what happened this summer," Perez said. "A Bola (newspaper) published a story, on what a teammate might have said (about Ronaldo leaving)... In the end, there was nothing.
Perez added that there was nothing in the case against Ronaldo "that would constitute a crime".
"He's hidden nothing and if there's no hiding, there's no crime," he said.
"It's possible there's a different interpretation (between Ronaldo's advisers and tax authorities) and he's cool and collected on this issue.
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