According to this source, House Homeland Security Chairman Peter King, R-New York, and committee investigators have been "aware of this for some time."
CNN spoke with three senators -- one of whom asked not to be identified -- who confirmed the investigation concerning the DEA agents. Sen. Patrick Leahy of Vermont, the Judiciary Committee chairman, said senators found out about the matter a week ago but were asked to keep it quiet until the agents were removed from Colombia.
"Not good," said Sen. Susan Collins of Maine, the top Republican on the Senate Homeland Security Committee, which on Wednesday will hear the first testimony from Secret Service Director Mark Sullivan.
Collins released a statement later Monday, saying, "It's disturbing that we may be uncovering a troubling culture that spans more than one law enforcement agency.
"In addition to the Secret Service scandal, we now learn that at least two DEA agents apparently entertained female foreign national masseuses in the Cartagena apartment of one of the agents. The evidence uncovered thus far indicates that this likely was not just a one-time incident," Collins added in her statement.
DEA spokesman Rusty Payne said the matter has been turned over to the Justice Department inspector general.
"The Drug Enforcement Administration was provided information from the Secret Service unrelated to the Cartagena hotel Secret Service incident, which DEA immediately followed up on, making DEA employees available to be interviewed by the Department of Justice's Office of Inspector General. DEA takes allegations of misconduct very seriously and will take appropriate personnel action, if warranted, upon the conclusion of the OIG investigation," Payne said.
In addition, Collins and one other senator told CNN that one additional Secret Service agent has come forward in recent days and volunteered to his superiors that he paid for a prostitute while in Colombia in advance of President Obama's recent trip there.
Because that agent came forward on his own, he will not lose his job, one of the senators said.