Trump says "big price to pay" for Syria chemical attack

* Washington says reports, if confirmed, demand action

* UN Security Council expected to meet Monday on attack -diplomats

* Russia warns against any military action based on bogus reports

* Douma is the last rebel enclave in Ghouta

* Pentagon denies any missile attack (Updates with Syrian TV report of U.S. missile strikes and U.S. denial, accusations against Assad's forces)

By Dahlia Nehme and Roberta Rampton

BEIRUT/WASHINGTON, April 8 (Reuters) - U.S. President Donald Trump warned on Sunday there would be a "big price to pay" after aid groups said dozens of people were killed by poison gas in a besieged rebel-held town in Syria, an attack the opposition blamed on Syrian government forces.

As international officials worked to try to confirm the chemical attack which happened late on Saturday in the town of Douma, Trump took the rare step of directly criticizing Russian President Vladimir Putin in connection with the incident.

With tension running high, Syrian state television later issued a report of a suspected U.S. missile strike on a Syrian air base, prompting a swift U.S. denial of any such attack.

The Syrian state denied government forces had launched any chemical assault. Russia, President Bashar al-Assad's most powerful ally, called the reports fake.

Trump threatened action, although it was unclear what he had in mind. Last year, he authorized a cruise missile strike on a Syrian air base days after a sarin gas attack on civilians.

"Many dead, including women and children, in mindless CHEMICAL attack in Syria. Area of atrocity is in lockdown and encircled by Syrian Army, making it completely inaccessible to outside world. President Putin, Russia and Iran are responsible for backing Animal Assad. Big price to pay," Trump wrote on Twitter.

The Russian Foreign Ministry warned against military action on the basis of "invented and fabricated excuses."

The medical relief organization Syrian American Medical Society (SAMS) and the civil defense service, which operates in rebel-held areas, said in a joint statement 49 people died in the attack.

"Yesterday reports emerged of yet another chemical weapons attack by the Syrian regime," said the Syrian Negotiation Committee, a political opposition group.

U.S. government sources said Washington's assessment was that chemical weapons were used in a besieged rebel-held town in Syria, but they are still evaluating details.

The European Union also said evidence pointed to the use of chemical weapons by Assad's forces.

A European diplomat said Western allies would work on building a dossier based on photos, videos, witness testimony and satellite images of Syrian flights and helicopters. However gaining access to samples on the ground would be difficult.